{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conditional generation via Bayesian optimization in latent space\n",
    "\n",
    "## Introduction\n",
    "\n",
    "I recently read [Automatic Chemical Design Using a Data-Driven Continuous Representation of Molecules](https://arxiv.org/abs/1610.02415) by Gómez-Bombarelli et. al.<sup>[1]</sup> and it motivated me to experiment with the approaches described in the paper. \n",
    "\n",
    "Here's a brief summary of the paper. It describes how they use a variational autoencoder<sup>[2]</sup> for generating new chemical compounds with properties that are of interest for drug discovery. For training, they used a large database of chemical compounds whose properties of interest are known. The variational autoencoder can encode compounds into 196-dimensional latent space representations.\n",
    "\n",
    "By sampling from the continuous latent space new compounds can be generated e.g. by sampling near a known compound to generate slight variations of it or by interpolating between more distant compounds. By simply autoencoding chemical compounds, however, they were not able organize latent space w.r.t. properties of interest.\n",
    "\n",
    "To additionally organize latent space w.r.t. these properties they jointly trained the variational autoencoder with a predictor that predicts these properties from latent space representations. Joint training with a predictor resulted in a latent space that reveals a gradient of these properties. This gradient can then be used to drive search for new chemical compounds into regions of desired properties. The following figure, copied from the paper<sup>[1]</sup>, summarizes the approach.\n",
    "\n",
    "![vae-chem](images/vae-opt/vae-chem.png)\n",
    "\n",
    "For representing compounds in structure space, they use [SMILES](https://en.wikipedia.org/wiki/Simplified_molecular-input_line-entry_system) strings which can be converted to and from structural representations using standard computational chemistry software. For the encoder network, they experimented with both, 1D-CNNs and RNNs, for the decoder network they used a RNN. Architecure details are described in the paper. The predictor is a small dense neural network. For optimization in latent space i.e. for navigating into regions of desired properties they use a Bayesian optimization approach with Gaussian processes as surrogate model. \n",
    "\n",
    "The authors open-sourced their [chemical variational autoencoder](https://github.com/aspuru-guzik-group/chemical_vae) but didn't publish code related to Bayesian optimization, at least not at the time of writing this article. So I decided to start some experiments but on a toy dataset that is not related to chemistry at all: the [MNIST handwritten digits dataset](https://en.wikipedia.org/wiki/MNIST_database). All methods described in the paper can be applied in this context too and results are easier to visualize and probably easier to grasp for people not familiar with chemistry. The only property associated with the MNIST dataset is the label or value of the digits. \n",
    "\n",
    "In the following, it will be shown how to conditionally generate new digits by following a gradient in latent space. In other words, it will be shown how to navigate into regions of latent space that decode into digit images of desired target label. I'm also going to adress the following questions:\n",
    "\n",
    "- How does joint training with a predictor change the latent space of a variational autoencoder?\n",
    "- How can useful optimization objectives be designed?\n",
    "- How can application of Bayesian optimization methods be justified?\n",
    "- What are possible alternatives to this approach? \n",
    "\n",
    "I'll leave experiments with the chemical compounds dataset and the public chemical VAE for another article. The following assumes some basic familiarity with [variational autoencoders](https://nbviewer.jupyter.org/github/krasserm/bayesian-machine-learning/blob/master/variational_autoencoder.ipynb?flush_cache=true), [Bayesian otpimization](http://nbviewer.jupyter.org/github/krasserm/bayesian-machine-learning/blob/master/bayesian_optimization.ipynb?flush_cache=true) and [Gaussian processes](http://nbviewer.jupyter.org/github/krasserm/bayesian-machine-learning/blob/master/gaussian_processes.ipynb?flush_cache=true). For more information on these topics you may want to read the linked articles."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Architecture\n",
    "\n",
    "The high-level architecture of the joint VAE-predictor model is shown in the following figure.\n",
    "\n",
    "![model](images/vae-opt/model.png)\n",
    "\n",
    "### Encoder\n",
    "\n",
    "The encoder is a CNN, identical to the one presented in the the [variational autoencoder](https://nbviewer.jupyter.org/github/krasserm/bayesian-machine-learning/blob/master/variational_autoencoder.ipynb?flush_cache=true) notebook.\n",
    "\n",
    "![encoder](images/vae-opt/encoder.png) \n",
    "\n",
    "### Decoder\n",
    "\n",
    "The decoder is a CNN, identical to the one presented in the the [variational autoencoder](https://nbviewer.jupyter.org/github/krasserm/bayesian-machine-learning/blob/master/variational_autoencoder.ipynb?flush_cache=true) notebook.\n",
    "\n",
    "![decoder](images/vae-opt/decoder.png)\n",
    "\n",
    "### Predictor\n",
    "\n",
    "The predictor is a dense network with two hidden layers that predicts the probabilities of MNIST image labels 0-9 from the mean i.e. `t_mean` of the variational Gaussian distribution (details below). `t_mean` is one of the encoder outputs. The output layer of the predictor is a softmax layer with 10 units.\n",
    "\n",
    "![predictor](images/vae-opt/predictor.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Implementation\n",
    "\n",
    "We will use a 2-dimensional latent space for easier visualization. By default, this notebook loads pre-trained models. If you want to train the models yourself set `use_pretrained` to `False`. Expects about 15 minutes on a GPU for training and much longer on a CPU."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use pre-trained models by default\n",
    "use_pretrained = True\n",
    "\n",
    "# Dimensionality of latent space\n",
    "latent_dim = 2\n",
    "\n",
    "# Mini-batch size used for training\n",
    "batch_size = 64"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Code for the encoder and decoder have already been presented [elsewhere](https://nbviewer.jupyter.org/github/krasserm/bayesian-machine-learning/blob/master/variational_autoencoder.ipynb?flush_cache=true), so only code for the predictor is shown here (see [variational_autoencoder_opt_util.py](variational_autoencoder_opt_util.py) for other function definitions):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import keras\n",
    "\n",
    "from keras import layers\n",
    "from keras.models import Model\n",
    "\n",
    "def create_predictor():\n",
    "    '''\n",
    "    Creates a classifier that predicts digit image labels \n",
    "    from latent variables.\n",
    "    '''\n",
    "    predictor_input = layers.Input(shape=(latent_dim,), name='t_mean')\n",
    "    \n",
    "    x = layers.Dense(128, activation='relu')(predictor_input)\n",
    "    x = layers.Dense(128, activation='relu')(x)\n",
    "    x = layers.Dense(10, activation='softmax', name='label_probs')(x)\n",
    "\n",
    "    return Model(predictor_input, x, name='predictor')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following composes the joint VAE-predictor model. Note that input to the predictor is the mean i.e. `t_mean` of the variational distribution, not a sample from it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from variational_autoencoder_opt_util import *\n",
    "\n",
    "encoder = create_encoder(latent_dim)\n",
    "decoder = create_decoder(latent_dim)\n",
    "sampler = create_sampler()\n",
    "predictor = create_predictor()\n",
    "\n",
    "x = layers.Input(shape=image_shape, name='image')\n",
    "t_mean, t_log_var = encoder(x)\n",
    "t = sampler([t_mean, t_log_var])\n",
    "t_decoded = decoder(t)\n",
    "t_predicted = predictor(t_mean)\n",
    "\n",
    "model = Model(x, [t_decoded, t_predicted], name='composite')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.datasets import mnist\n",
    "from keras.utils import to_categorical\n",
    "\n",
    "(x_train, y_train), (x_test, y_test) = mnist.load_data()\n",
    "\n",
    "x_train = x_train.astype('float32') / 255.\n",
    "x_train = x_train.reshape(x_train.shape + (1,))\n",
    "y_train_cat = to_categorical(y_train)\n",
    "\n",
    "x_test = x_test.astype('float32') / 255.\n",
    "x_test = x_test.reshape(x_test.shape + (1,))\n",
    "y_test_cat = to_categorical(y_test)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras import backend as K\n",
    "from keras.models import load_model\n",
    "\n",
    "def vae_loss(x, t_decoded):\n",
    "    '''\n",
    "    Negative variational lower bound used as loss function for \n",
    "    training the variational autoencoder on the MNIST dataset.\n",
    "    '''\n",
    "    # Reconstruction loss\n",
    "    rc_loss = K.sum(K.binary_crossentropy(\n",
    "        K.batch_flatten(x), \n",
    "        K.batch_flatten(t_decoded)), axis=-1)\n",
    "\n",
    "    # Regularization term (KL divergence)\n",
    "    kl_loss = -0.5 * K.sum(1 + t_log_var \\\n",
    "                             - K.square(t_mean) \\\n",
    "                             - K.exp(t_log_var), axis=-1)\n",
    "    \n",
    "    return K.mean(rc_loss + kl_loss)\n",
    "\n",
    "if use_pretrained:\n",
    "    # Load VAE that was jointly trained with a \n",
    "    # predictor returned from create_predictor()\n",
    "    model = load_model('models/vae-opt/vae-predictor-softmax.h5', \n",
    "                        custom_objects={'vae_loss': vae_loss})\n",
    "else:\n",
    "    model.compile(optimizer='rmsprop', \n",
    "                  loss=[vae_loss, 'categorical_crossentropy'],\n",
    "                  loss_weights=[1.0, 20.0])\n",
    "    \n",
    "    model.fit(x=x_train, \n",
    "              y=[x_train, y_train_cat],\n",
    "              epochs=15,\n",
    "              shuffle=True,\n",
    "              batch_size=batch_size,\n",
    "              validation_data=(x_test, [x_test, y_test_cat]), verbose=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results\n",
    "\n",
    "### Latent space\n",
    "\n",
    "This sections addresses the question \n",
    "\n",
    "> How does joint training with a predictor change the latent space of a variational autoencoder? \n",
    "\n",
    "To answer, three models have been trained:\n",
    "\n",
    "- A VAE as described above but without a predictor (`model_predictor_off`).\n",
    "- A VAE jointly trained with a classifier as predictor (`model_predictor_softmax`). This is the model described above where the predictor predicts the probabilities of labels 0-9 from encoded MNIST images.\n",
    "- A VAE as described above but jointly trained with a regressor as predictor (`model_predictor_linear`). The predictor of this model is trained to predict digit values on a continuous scale i.e. predictions are floating point numbers that can also be less than 0 and greater than 9. See also `create_predictor_linear` in [variational_autoencoder_opt_util.py](variational_autoencoder_opt_util.py)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_predictor_softmax = model\n",
    "\n",
    "model_predictor_linear = load_model('models/vae-opt/vae-predictor-linear.h5', \n",
    "                                    custom_objects={'vae_loss': vae_loss})\n",
    "model_predictor_off = load_model('models/vae-opt/vae-predictor-off.h5', \n",
    "                                 custom_objects={'vae_loss': vae_loss})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following plots show the latent spaces of these three models and the distribution of the validation dataset `x_test` in these spaces. Validation data points are colored by their label."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13242fc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "def encode(x, model):\n",
    "    return model.get_layer('encoder').predict(x)[0]\n",
    "\n",
    "ts = [encode(x_test, model_predictor_off),\n",
    "      encode(x_test, model_predictor_softmax),\n",
    "      encode(x_test, model_predictor_linear)]\n",
    "\n",
    "titles = ['VAE latent space without predictor',\n",
    "          'VAE latent space with classifier',\n",
    "          'VAE latent space with regressor']\n",
    "\n",
    "fig = plt.figure(figsize=(15, 4))\n",
    "cmap = plt.get_cmap('viridis', 10)\n",
    "\n",
    "for i, t in enumerate(ts):\n",
    "    plt.subplot(1, 3, i+1)\n",
    "    im = plt.scatter(t[:, 0], t[:, 1], c=y_test, \n",
    "                     cmap=cmap, \n",
    "                     vmin=-0.5, vmax=9.5, \n",
    "                     marker='o', s=0.4)\n",
    "    plt.xlim(-4, 4)\n",
    "    plt.ylim(-4, 4)\n",
    "    plt.title(titles[i])\n",
    "\n",
    "fig.subplots_adjust(right=0.8)\n",
    "fig.colorbar(im, fig.add_axes([0.82, 0.13, 0.02, 0.74]), ticks=range(10));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One can clearly see that the latent space of models with a predictor (middle and right plot) has more structure i.e. less overlap of regions with different labels than the latent space of the model without a predictor (left plot). Furthermore, when the predictor is a regressor it establishes a gradient in latent space. The right plot clearly shows a gradient from upper-right (lower vaues) to lower-left (higher values). \n",
    "\n",
    "This is exactly what the authors of the paper wanted to achieve: additionally organizing the latent space w.r.t. certain continuous properties so that gradient-based navigation into regions of desired properties becomes possible. If you want to train a model yourself with a regressor as predictor you should make the following modifications to the setup above:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ...\n",
    "predictor = create_predictor_linear(latent_dim)\n",
    "# ...\n",
    "\n",
    "model.compile(optimizer='rmsprop', \n",
    "              loss=[vae_loss, 'mean_squared_error'],\n",
    "              loss_weights=[1.0, 20.0])\n",
    "\n",
    "model.fit(x=x_train, \n",
    "          y=[x_train, y_train_cat],\n",
    "          epochs=15,\n",
    "          shuffle=True,\n",
    "          batch_size=batch_size,\n",
    "          validation_data=(x_test, [x_test, y_test_cat]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that in the case of the MNIST dataset the latent space in the left plot is already sufficiently organized to navigate into regions of desired labels. However, this is not the case for the chemical compound dataset (see paper for details) so that further structuring is required. For the MNIST dataset, the goal is merely to demonstrate that further structuring is possible too. In the following we will use the model that uses a classifier as predictor i.e. the model corresponding to the middle plot."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Optimization objectives\n",
    "\n",
    "> How can useful optimization objectives be designed?\n",
    "\n",
    "First of all, the optimization objective must be a function of the desired target label in addition to latent variable $\\mathbf{t}$. For example, if the desired target label is 5 the optimization objective must have an optimum in that region of the latent space where images with a 5 are located. Also remember that the variational distributions i.e. the distributions of codes in latent space have been regularized to be close to the standard normal distribution during model training (see *regularization term* in `vae_loss`). This regularization term should also be considered in the optimization objective to avoid directing search too far from the origin.\n",
    "\n",
    "Hence the optimization objective should not only reflect the probability that a sample corresponds to an image of desired target label but also the standard normal probability distribution. In the following, we will use an optimization objective $f$ that is the negative logarithm of the product of these two terms:\n",
    "\n",
    "$$\n",
    "f(\\mathbf{t}, target) = - \\log p(y=target \\lvert \\mathbf{t}) - \\log \\mathcal{N}(\\mathbf{t} \\lvert \\mathbf{0}, \\mathbf{I}) \\tag{1}\n",
    "$$\n",
    "\n",
    "where $y$ follows a categorical distribution and $p(y=target \\lvert \\mathbf{t})$ is the probability that $y$ has the desired target value given latent vector $\\mathbf{t}$. I'll show two alternatives for computing $p(y=target \\lvert \\mathbf{t})$. The first alternative simply uses the output of the predictor. The corresponding optimization objective is visualized in the following figure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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yTuDLrbVfmr7/p8AnAg9E5P3Ab7XWfhvwB4B3i8hXA+8hLazRNo4qsvousFY97KUKg2nIc1VgGbv9AntaFsVRqu3ViS4tphRWqAu5WVWxtS6EsJqrtSpPq4nQKkJMhERTmE83lr9vG025dazBpE8DSR22HVx2GVjaGlT6gENw6xQnKXXI7m/fCfEhRPwh0ZZ3dOU5A7dy9MFAdEj0fa4F94tbbQmt2vZ7Mia2CWvt9wLVvK1fveLY7wK+tPD+56847keAz2jrHlfhaL/Gvg99l4PJ2oe9WmFQGcDfKKrqwgeLOVjumOU2MuFVFF1VwVXn3VontjZ5tfYRWtlnYiLUfIbMZzA7rMg6lsDqWlyJt/sCjgB2x9+gyeCy68CyKt+hr3k0A7fqsQu3mgr5fbh16jlabXDr2EahY3KrqwlxG5PhQ6FL8X5s4d53bnUt4vvYZw0o4ygiS+qqdPVAYDV92IsVBrOQPNi+0MW64xfCSSr77ZLg2iS2igUy6rxa1QqERaEFlApibBJaXjxFRVNX7GI+hekEO5tiG6yK3ga24Vbt+R1NVHYZSPYdQJq0t80g01RstWXB69tkuCm3Dj1RGbh12pNhEelMvN93brU1IT7VyXBdnwWnya22eVXXZhd9FnQr4g/JLdGC/7Blj+Nb7TbXN/Tar9iWwGrrgbdRVCpFrpJo4RUqFanYPlQwQ+65WpmLJaVjM8G1Smw18WrVhQ/WlXlfJ7Tc92GQxKDmU9TdDUyuYTbF3t3tXC51X7Qh3g8h3BfHtz+QNL3eNhOXXQeWtoRWH9C1eB+4tYxznQxXcexJ8DbcOjSvqtdswq0+iPiBW2mbPebWLqJr4NaAdehFdcF9K6Wsq9zS5IHf2lqXmNSTFedeIHACqCqw4kRt3IrI2ihubn9dxcHC54nOBVfxuGo1wvxfqNlXrT64rvJgXdVBlUSo+WSRhzWbkkyn2NiQTItrzR0XfRNY4vn5dkxscx9NnptV30+T6mal47dc7PcQOBXxfo7cWlehbF0Fr9rjT4Rbh5oEbzMe9oFX297HwK3uuLWpcuDArfWVLWvb3IIvx+bWgHoc3ZO170O/z2DSBEsPWBxBocKgsiYtQCFLgqkpVp3nqbQ6YNV7tVT8QhafrfBsrfJqrQof3MajBc6L5cIEF3lYyXSKnc5IptONC/d1gabc6mKi0gR9GERWIbu3TZa8TVa8bS14p2y9G7jVDNtwaxfr8H2xDO8yCV7bXgNunQKvoD/cqm37SNzqWmCtw8Ath12iPPoU4SEKvAeDmNsGx60u2GOBtemBzyoM+skMrQp5WTsKrSKy9qriy1PJSsG1SWwVKxEWc7VWhQ82FVoAKonxZtfouxtkegu31y4PKxVY8eSu8QDUFtrwjq7+rFturT93tw5u13DNNibEXQutQ6Mr8X7siUofubWriG9jMnwMHINbh5gA31du9TnceRUGbm26Xn+5dQrGofuGo3uymuCQAqvxA1+pMKjFMiuIIpPsUMJdZZUEVWV/WXRVPVybxNY6r1ZdUYxNQqsIL77Dn98uF7q4u8PGUS6wDjnQdCXejzGYtFXWdt/V7ZsOLF0LrWOjK/E+cKt9brUxYTkkzklgDdwqHDtwa8Xnx+NVXVvbii7x/E6Mj6fGrQHrcbwS7ns+9CvbXfHQt/rAx1FthcFVwipeI7g8VVwbq6aEu7Il0aVVUvJwFb1bdWJrnVdrXfjgOqGViMY3M7x46qoJzidLhS6S6RRzNzu4wNoGhxJY2w4mh1ovZNtFPN056yct6yx4m9bTWmrrhC3DA7d241bfJsOHQh/F+zbcOuQaRwO3tsOpC6xj9FnQjFuHFvG1bRySWyJovxelHE4Gx/m2ajRHlw99FxYVIBVZrsJgVtEvTmRpW4e644vnmETyzb1X+ebOXxTPqBbKWNpXKIzh/i4XxagWxKgrhqGsy0fz4hl6eo2a3pYKXWQCq2kn0Sr25FYdDjGYZEmzx1qQcdvrbwynXdFOG0nlR1tscQ9uHXOickrc2pRovq6dk+XWFkEPh+BWm8n+XaPNYgq7FC3YpoDPUdCwz1qFXeZaA7fq21qFbbi1rdNhwPHRC0na9UO/CttUu1pCXvDBVRjUYnNxVBRGu2ywLL6q7br3q8WW+6tLYsudUxZa7nUzoQWgbYxOYoL5Dd7s2hW6mNyUCl1kAqsP4V77iveuJyrHHkjq0OaEuA5tTFj6sKr9scT7feHWpnbqcLKT4QqOJd5PZQJcxbZCflM7ddh3MtyHPmsV2uBWG0ahYxuE6tCW8bFLodVnbt139PaX6fqh31VcWWNy41BWYdAVv0jXpiqIpG3h5TlZlQWI1ULAVY8phhNmoYR1IYTV8MFNeVrV0MEMvpkRzG/Q8XRR6GI2Jbm5LlQS7IfA2gbbTsK64NZO8NY8wvF+IQSbkncXx60OxVkVKrFNmEQf87OOKd434Vy41SQ0tQtuHTsktSvx3tYkuBV0zK0mfRYM3IJ+zLU2tdEYJzAermpjm3D6PnJrQD2OLrL6+NBvfNhTcouJ0fEUZQ2BivCUxVTC/ZJkVSMLqNSfWBVmdYKqeEx2vewzk6hSzlYmtlYJLXdefZ5WUWhl8BOXh+XPb9F317WVBI9Rqn0VTpJbq7Bu8Nj2nC0Hm6YT4vs2YWmCQwqsU+VWH0X8uXHraMK9LW510Ge549rjVm0bPeLWMcR7r7h14PHQHbM/t7bJz+oaosAbHV02nBR6ES5YxLEf+l0eeJ3ELi8rFUVJstiaoHh88bxN4YLVz9zfcgghLIcPbsrTgvIixeAEVji/cV6su2tX6KJQSTATWHVerGO4ss9CYHneYmsTO7a7jyV82xCc2jZ6Eo++L7dWYdV31CQ88JS51SQcp2tu9QX7cKurPmsrbhV//za5tWO7h+TWqYWkrsLArWY4NreGsMHTwFFFVlNCHOKh3/jAVB++OHJl3AsVBvNS60b22qC54Mo+q+6rE1p1RTHcsfVCK4NvZ4TRxAms6XVeSdBObpcEFpz+w78tt/ZJ1l9CV5Pflq7XJLF53bl12GfC0gdedSneW52onAC31n9+3hOWrsT7KrQq3A/Jqx2u1wW36nCO3Dq6wfGMubUN+sqtAetxtF+jTw/9PrHAWYXBgFm+fhWQi6Vt4Gm7dK6nbckjphSl/Kxq/la2r1r63X22PnywGDqYIWDGKL5dCKxCJcFiqfY+4ZDcam0wOeQgsukeGoRPrAvzaisEp4/5WfsMYAO32MitTaE4u3CrDn3k1j64t9wqXv/A3DrlvNJ9xXvnc61j86p4D3uOh+7zem61EZJ6SIgIOuhdAFyv0Ztvq9cP/YYHXiVxmpcVu7wpk3mImm+w7AGr7oN675a7VjmEcJNXy/2t92hlGMkdoZkwmj53lQSnt66S4O11Xqo96yDqBpW+oNcC69BWuiZoeE+HMGr0qoytLBtOjsGtxt6rgVvAaYQN9sUwdPLcaoA2ijRkOFVuNT53y/+vlblWH3nVsM/ahVtdeOEH9AfHYXPNZKUp6ojX2WRvw4MlqYUjqzAY6IXlwVTysVYZObJbqB6v1bJHK3tf9G5lnq1qEYzivmpRjHUerQwjmRKaCRfTZ3iza1dJsFKq3cYmt7b0JjlzD27VNrfjRGUjWhhIpIERwu7zmzSw5LXp0eqr9W4btGEYOgVu7cUrcPfYwPOwC7fq0GtPaY/E+0b0nVtbeEy35dZJeuEHbpUwcGvAodELk8G+D/3Kdre0HJTQ1CpmjFuQOIkJvKzC4GpRVUXdcZ4ui66i4FoltmLKIYS7CK0MIzVjlNxyMX2WVhKsL9W+8bvpwYPfBbeOMZg0EVRNz9t6oNkwIV4XhnNWk+EKmloQtzEMnQq3WuMVtC7i7/uEpRNu7TgBvi/cqkNvDI8bcHTD0MCtjef0BiJ4YS9kw8mgN+GCu2Lbh36fiUrpAS08JJIuTKwxBN7iITFm+w2c8Mo2KIcV1oUSQjmE0J2zXBTD/a0PHcxwoaaM7ISL2XP8+S3ezdO8VHtVYNVNWPqOtnL8djp+24Ra38+3NrFTu3uEeO31LPYUvRPvPeDWzm1uihhoMQTnFLAPt/owCb6P3Gr6nB87tKt3hqGBWxvPGcIGTxt7iywReVNEvl1EfkBE3isiv3ur8w84oLQ9USlCJQZfIjyVoJUTTLGxW23QXHBVxRYs52pleVmbhBa4RYsvvCljbhjPXxBOny+thUUcb+WVgP0e/C641fjcLrjV9NodCKtWrtXg+WjjezvEoLIvt/ZBJ+K9aVsH4tbWE5cN3DqlCUvb3Dq6eG96nT5za117LeVoHaKs+z7c6qVhqMk1OjI2rrtWY5wRtwZ0gzb8fjHwX1trv0dEHgLfLSL/p7X2B3ZprMuHfi02PSzpfZU6qsQgJsvLitDEBCpOqwSmAqhBiknufTa28snCy6T1Qmhl4YTVvC0AD9dGXa5WXegggBbDhTflUm4Yz14wmj5duRZWEQcIv9mZW70T7w1wKGG17tqNQica5NPUXmOL0MEDLMo4cOtAaItbbeVoHSD3r1VuNUWr4n1LcXUsNObWhhCvbUO19gnt2jMctdX5VlMcg1snwStoFE5/Itza3L6AOuEogWNgb0+WtfYnrbXfk76+Bn4QeL3JuW0PKDtbVfZMuHRl3GP8ZIYWS+Cn3qnCc7e2qmC8vAG1Hi63323VyoTFv3Xhg1WPFmQerJkTWFEqsFashQXrVzlvG/twq210OQk+pOdqExrfS4teh72WUNixD2mTW10Zhs6RW42wI7f2Ob5Nb9YxuNWqeN/Sw9AHdMmtLjylu2JXbvXGMHQCAquIrcbDE+fWgG7Qak6WiHwM8DOB76j57MtE5LtE5Ls+cltfNGHfh37lfe350Dd94JU1BHqOp1JhVBFTddgkvGC92MracO+bCy1w62ZdeDMu1SQVWM/R02v0zfOSwFonrA4VL9xXbq1Fi9w6NLoUWk2PP9Sg0phbk+nBDEMb+6wGnvc+cqtLEd/HCcsqbtX1WW3nVHQ1CR64tR5NDCxt/NbbcKsJOjcMDdxasb/lkNIzzc0SES0i7xGRv5u+/3oR+T4R+X4R+Rsi8mDFeZ8iIv8iDa/91yIySvf/YxH5IRH53nT7qC7uuzWRlf6D/zvwe6y1L6qfW2u/zlr7TmvtO1++HJ3EgLL2wapcT2XFLyQh9BI8nYUL2q02qBS6KHq4KmILlr1am4RW9lqrhAsdcaknjI0TWP7krfJiw1GEjU0pDOcY69B0wa1jW+z2HUxE68bbztdoco89GFT2wTbceuXyovSZ8v3jiPcNOBSv9uXWRpwxt6p9Vh0Ozq2OjULnyK19PKX7oAtu1V6nTcPQpmvdA25tda3Bm1XF78Z5bjP8Xmvtp1prPwX4MeArqieIiAd8E/Dl1tpPAn4BUIwB/UJr7ael2we7uOlW2CAiPu6B/2Zr7d/cpY19BpSuJsGNkMSIcb+ZTmJ8HaUVBn3i2GKW8qxWQ2vJhZa7Rcm9VFo5oeV5xdytdF2sNF9rUfq9vL5WkixytLSyjIOYsTfnyr/moXnK5eQjucAqLjZsp7PG915FW/kzXXGr8fWPya3iOfsMDJVzt43ZFt9fH5u+Qx5NXQ5N07WzjsYtkVYHtPvOrUZ5DzvmaDU5tk/cOrrRsaNJcFvc2qXPgt25tdW1DrzmXxfcOqZ4PzSvque3Ph7CSm5tMx72EaIELzy8p0xE3gB+OfA1wO8DyIwLIiLABVA32f4lwPdba78vPecjB7nhAtqoLijA1wM/aK39kw3P2e1aR37olx5stXivkgiVGDSGUBvCwO1v6r0CMMbmW/FcWPZsAbVerexY9365xHvoJYy9OY/8Gx6ap/liw1WB1WRdpNJX0YE3qytu7TugHHISvK/lra029/FobXWdA3l8duWWvgjzTfle7bZ0Xt8MQ9CKVXddu1ud0zK3ju3N2pZbdX3WwY2Oa7Ct170Lbu3a5q7c6sJT2oaBpituNb5+y+K9T+PhNu3uE+Wxr6f0nnqz/hTw+4FS8o2IfAPwAeATgT9bc95PA6yIfJuIfI+I/P7K59+Qhgr+YdlVmGxAG+GCnwl8EfDZhdjGz9vqJvZIHD/4Q+/5znWUQZXbyyoMauU8UVDxBc2VAAAgAElEQVQWT9UNloVY8Zzi51DO2YLNQsvtc/dxGRjGfuQEln3GxfQZwd0z9O2zJYHVRoGLFh78TrjVFFsPqB1MgrvELgPLWnQ0YeloUNmeW1qjRiPUaIR4fuG1Xrs1xSEE1iF4tct1+jRhaQF791tNcAhu9a3P2uU6Oy/kvuf3eyrcOqZ4b3zswK1zxitZDmG6fVnxQxH5fOCD1trvrp5orf3NwEfjwgh/bU3bHvCfAV+Y/v1VIvI56WdfaK39ZODnp9sXtfYfVW5gL1hr/xnF+LSO0Aop95ioNHK5JxHKGrQyjEcJWkkpXDCOF8rH89LFgCvhhNWQwdr9qXgjdzYtwgfrQgc9bbkIEsZBxKMgFViz505g3d04gTWbrhRY+4R27YMuuNXZgNLiJPjQyK7ZJGxi19DBfUO72sYu3BKlUA8eYI1BWIQiCWH+P1fve/m52WFQHri1/ryW+bJvyOC+/VYXRseVaEFgHSvRvjVubRk2uE9oVx+5tQ+6Fu+nwq0iSjzriFsHWOKkHiLooHXjwYette9c8/lnAu9KjQkj4EpEvsla+xsBrLVGRN6N83R9Q+Xc9wP/xFr7YXf78q3AzwL+kbX2x9Pzr0XkfwE+A/irbf5j0HJ1wbbQ2YCyrq09Ox9JDCqJ0TYmUJErfuE5YZVtRRT3Fz9f5eWq7oN6r1bVowUwDhOuRnOehNc85DkXs+fpYsM3brHh2dQtNtwBjunGPuiAsu68BvdxKEvdpntodNwB8pKq6Lq4SiNoDZcPkfElMr5EPXjottEI9eABcnGBevgAGYVu88qer52WmGhBYJ0Nt1oIGzxG4Z4u0LXRse+T4F3uYRdu9dRT2hr2NTquxBlxa9191BXUWPr/tuTWvseeG6y1f9Ba+4a19mOAXwf8X8AXicjHQR5C+y7g39ac/m3AJ4vIOC2C8Z8DPyAinoi8kp7vA58P/Jsu7v/oPUCTifCxB5Tah2xFp6OsQYthHMSEqeKvCqz621NLnq5MVGVeLM8re8aywhjLRTEkj2gcjxIejqJcYD2YfoRw+hzv5qkTWLfXbrHhKNqQh9XMm3Vq6MOA0ofBJENTC94uluG2vVkHsdwVYEVhx65KrMQxJJlFI4I4cuZlY5Bw5PZR+B6z+2wh0T7DwK3COT3zZrWJfYyOXU7O+satrjxa58Ktgxkdz2g8zLDynirPnHg+djZt7JWv49Y+3qx7BAG+UUSu0tffB/wOABF5F/BOa+1XWWufisifBL4TF/L1rdbavycil8C3pQJLA/8Q+Itd3OjRRVYVnQwoLcWcN4WSxBW/KDS9rsqgE1FlgZW9L4qtxedlsYUnJaGV4XKU8NJ4zsujFQJrOqkVWPsMKn1+8PexKt6nAQWaTVramrCczKCiPczlYwDERIgxiIkhcfe0rfDaJTQuw73m1jbXOlKo8644mOe/baNjD7BNiFcr1ztDw2MrRsd9rt8Vt4r/w65V/IptZPdZbdeY+v6tpUqWm9C1gBcBdUSvmrX2HwP/OH37mSuO+RbgWwrvvwlXxr14zC3w6Z3cZAVHFVnHroiy70TF1gxUOonR2hComFGQ4HmK2cys9GbViahKAZXScVWvVp6rVRRaGi5HlsfjmJdH1zyWp4znL9IQwWtkPoXpJF8Lqyl2HVSOYbnb1UPa1oDS+SR4m/vccVA55GR4VxyyD0lEM718BZXEqMSgkghJTL6Ew1rhFUeQCq1ceNVMChtZP+8Jt1biQB6HPmCfcK6DRXVsgx5w69DerL4I+Cr6ZnQ8WJ9VPXYTz7Lji8Iq26cq92zMau7taXjss3FowGr0zpNVRZcDysZrN3QRV6GJ0coQeJYwVNzeLj4zJkHrRSpcVXwthwkmuWeridAKAxiP4JWHES9f3HClXjCevWA0fYq+u0bd3cDk2gmsdQPRmQ0qhx5QNra5y4CyqwDcw4p3qMnwKViFrShmgQsX1KmIysRWnfDKRBeQCy/Jvo9MeAGSWkChzItdvvedJyo95FZbxQr2MQ7dJ3Q2Cd6XWzuIrb24tc11diyCcWhu7Xq9rYyOxxBYbRhF17VRFVZKL4zrysNqb9G3z/e/lQHnh16JrEMmibb10FvtYbWPrVg0tBi3JtWFx3MtzGYLMWVMvVdL61VhgtXjFyKtKLTCAC4vhNcez3n54oaX9FMezJ4ymj7Fu33mBNZ8mltbDumBOLsJyyEHlDbDNXaYuBxqwtIExxTwVoRIhQD5XwBtU8FlDbogttYJr01hhkAu0HYOb9mEtsOAesCtUzYOtel9b9swdFCj0Lp2DsGtPb1ZfTMO1WGftSK3zfM76ni4qe06flRDAYORE1apqLJaY/XiHtR8ipo3LBx2AMNjp3MtEbywV7Kh9zjat3XMAWXvhz6O1j7orvhFQuAZLse+80RF64tfeL7KxVed2Frl1XLHCGHgttceR7nAGkepB2t6jURTJ7Bm08YD1al6HA7CrVXttjmgdBkLv+WE+BATllPgFriwQQCTdp+RLAQX2nmylTVoG+fCy4un23m7iqKrkM+1NCnYVoAdIr/C81udDK++zn7erL6jT0bHrdB1v9UzbjXBsQV85ziUeG/CrWKb2fFNQwSLx2deK+WRBKEzpqcG9dgboRKDjqdAN5WZm+LsuXXiGCRpBW0lXmoMoTZcjmy+JlYcLXf2nq/Tz1JRVSO21gktgDBUXI6FN16OePliwpW+TgXWc/T0GjW9Reaz3Epe68U640Gl9cnKIQaUQyUbbzFp2St08MyQCSyD+00Tq/L3GvcdKZU9xwbtO8HlJ7Mlb5cXT9fmdkkcQzAqC6/sb8apvv0ue4R6VdGVN6uPAn5b9MLomLd/wD4LesOtvhuH+mx0bIym3NJ6WVgVQ/xIIweqj0Kx/Yq4SoJxLqwS5ZEoH5W437v0bVQ5sKXhsQ6naBwaUEZvRNahJsKtPfRxBEG49hAthsB3eVkZklRAKb0svDxf14qtBbJ2FgLr8lJz9WAhsF7yn/EweovR9Dne7Bo1nzmBlRW62HIytk81uFNC1wNKLwVW8XpdTljOWMBDWWAZqzAojE29XYlGK/f8aDFoleDrCI3BtzO0jfHNbLsQwyBcLbyqr2G9AKvysm2x1pBbbXtKd8WxuNX2UiZtoXcCq3rNFri1uv3DVIQ7eXRtdNy2qEUwAsiFEri0DnDRAjbwCsarQg5sJSQwCcYYb0TshcTeiEiHGPFIRBOaCeH8Zvn6e4yjp2AcctUFe7m8bm/RG5FVRVeWlbXX3PTQV9dEiGNsYVeiyl+nFstlYAhDj3DkMZ8uHsCkIqCUVis8XSovllH0XgGMx5onj7IQQSewxuYFwfwGHbs4YZlP89KiG7HHoNIby53I5kP6vLDfMSYr2XW7nLDUtXWCVuEsVBAWXqyl1wWBBTA3Wb/g/moZoZVByxgtCb5fFl3KGvx4tlVBjVx4wXIOy7aTlFWhibuix9zqK/pgdOy1wCpee09uHSqntC/GoSbcaqPK7sG5lXqxbDDKRVU1fyo3WIETWwWsEldT75JIQqJ0suezhefzzI1DAzbjOCKrwUR4L3Q5oFTPM+uJrZXl6oEQhpprVocMFkVXJrgyz1ZRaAGMRh5XVx6vviS8epWGCPrXjM0LLqbP8Oe3rlR7JQ/r0KFefXjwh8nKFuhywnIPrMLGLgwgmcAyVhaiywpxUrYCeipBi3Vebx27vyrCDyM0MX4yayy6rF/oj7KiGsWCPMmOz38b/UYL3tIuuNULAb/jeHjoxYdrcew+K7uHA4rnkzIOtWh07DW3coEVLuVPJcq1o5II0X7eZxaRHV8VV1MZM01C7iIXtRToGKUTEtGorI818e59awWnbhwasIxeeLIOmeDbCrJJR9oJiInAH5UOUZI4a7VKuBxZHj0KeOvDCiJTyrmC5ZDBxCS1QsvzFFdXAVcPNR/1BF55OOdxeMeVf81l8oJwfuMS7OcTxMSlPKx9cO4P/jBZKeDAE5ZdcUwBbwrdZmJXh04YK/WvU6FlEmFe8IBpZdEqwVMJgYr3El0QrhReG5F5xeq4sI/gasCtIe+vHnv1R10ZhvrSZ8He3LrPxqG90CdueX6aR+U8UYnSpRwqlWjXVyqNFLxbmRBLlGYePMjF1a0ZcxeHXM8C4kS4Gs3RYiuJWJtxtsahAY1wMupm34lwZw99EiPGQxKTWzZKp6mEwLeMLxSjsV8KGSzmXBUFV53QCkOPV18d8eSx4qWHCS+N5zwOJ1zqiRNY0QQvnqGiaZqHVQ4TrA4u9/XBHyYrDdDVhKXu2DMQ8HWhgnUoerFMIsSJLL3O4ClL6CVoZQm9OBddgYrwVYTWLrywWEjDi+9ywQUsFdPIhFcjqIUwKy2onP8Du66ddjihtSu3+uCBP3sU+8UDh6UeE8fm1q4G7YMaHbcdD7NiF0o7L5bSuTfKKJdDVTZMObEFlITYzB8zVZfcJmOezy55MQ24vtPERhgFCaHncaHX8Os+GIdEoYOezVd6jl6KrC4mwnth1UMfR4jSqbU4yh/cDFoMWtxk6XLscXUVMp1E3Dy7LR/ne+WKgqmwAnj00gVPnoQ8eax5cpXwcBTxMJzzwJ8wUjNGdoJvZnjxXZ6HRRK7MMEWvFgDOkbfBFaGLiYsJy7gLQVv1BpzZhYqCMuiy1TCBU1BXCUJxMa9nxhFZjL1tI+nLYFnGQemJLou1DQtpBHj++PaIhpA7unKUA2XWQc1n6ae8bRUcVbVsEOhtQr3wTi0a85ML4yOm1DX9gErZA7Goc1onI91wLSMzfficrGSYEzsjZgFD4hUmC+voYlJROf9Y4ZEaSIdEqmQF8kVN7MxH74d8aHnmtuJxSQQBhZQmJGUIhKg0I+2+LsPxqHzQi9F1iHRxkNfzMtSiVsfpzAfw1OWy5Hl6srn9jbk7naGKTwM2etMbGmtUFrx6KUL3nj9Ig8NHPsRF97MWbMlYmQnjOJbvHhaHya4YdDad1A5Vxx0srIv1l2j40nLENq1gGkYNghlYQUQJ0JSqIMTGyFzcscGZpEAgqfhhdKMAo/Ac8abwBsz9uYLL5cfETDLwwqr5eLB9VF4i/DmzPOVIcthyD/3R85TP5+gpt6if1n5D7fghRq41Q4OaXRcherirqnXIUfVSwpHEfCr2zwfAV9F74pAteLFuiBSYZ5PpSVxy2pkXXSm6dNKgVN7wfP5Az48GfP0xuNDTy23tzGzmSEMNaAxF+TRBksh4g3CsIdw1PuLo4usY1vtNmLTQ5+YNGQwSicyEcoaAmZE4qdlmy2Bb3n0UPHWW5pw5DOpWBy076G1wvM1L71yydVVwMe9Q/PSZczj0d1iEiWLSmR+MsOLpwTzm/owwV0Hm4YPft+tK61WUerDZCVDU/G2b0hOFx6HumNPyHK3Sz4WsFTwohoeCAsv1uL94meLjeU2JhVfglaC5ynCwOfRZcBFkDAOYkJtFoYYFRHo2dLCyEDJwwX1S1FkeQqAM+R4Izzto9XNwqsFyxxp4uU6ELfOAYecCLduGCoKrLQwQbFMNuCqvUXTcg7xPksLbODWIOCPg22rN29EgVtFL1bkOQ/WNAm5i0O0WAI9B8CoxfqGiVXcmREfuXvAh6993vcBy4c+NOH2Zo7nqzyFIwwVs7lgkkURI2Wz6q7te7Ka4hgCXuQEaygcGef1bXUxEV6FYicduFyHLC9LJzFKGTRZuGBM6CnGI8WjRwGz2QWwyL9SqbgKRx6Xlz6vvhLwxtssrz2c5GGBGoMmzidMmdvbi2eplTkt116oJjjgeGh9QMmw6ySoixwIdpiwnLHlbl0+FqwPFcxQFVpuny19ZXFsiYHZ3G23E2EUeoSBx+Uo4SIIawWXxqB1nE8QtE0Fl63//RLRGEnLzusQ35sRKI2vfVe9NBgtqhhmN5gZefYJJ9wVNdw6JQF/KHRqdIQlYYXSeVntJBiR+KOSgFeJQcdTx6liWGox/L4Y+t4hr4bojmUczKC9CzJ+aa/kxYqsz9wETOKAULvfyCjNXNz9zU3AnfF5Ogn50HPN+38i4vnzGbfXs1Lzs5lhNtPE4+V+OTNUyZmOZwPawXmJrC3R1kRY4hhUnOdlZSGDzpI8Z554eMoyChKePNbABY8ehUynMZ6nuLz0CENFGMDlxWLdqyv/uhT6A5TCf7x4luZhTVy59rqwiwOjzwNP70IjtsUuAmsdhxutndafZPI+cmttbtYG0QX1Hi2TOC9W3f78tbHEsWUysfk+rSXtRzSPHpYFVzGkUGNQkoDgwmiy8ylPFgxebvFVKiFQ5QlIsRRytlhynvfVhDODx6E1HL1vK/ZNFXGVBOHKhV3Bif0wmhB4o8V4VlkHLl+KoKmAb5tbZxDdcczIju69WKOSF8tY7ZbPSBRGJe618QAPYzWTyOfZxOMnPiS8/8cnPH96lxcl8/xFT6h1kva1i75aSZLOw9L1Chv2eYOAv5/onchqe7Do1LJS6KQFUNpDax9PaRLlrMCB+AQqZhy4CmKvPIbxSGMSzWzuO2E1SlBpNbFxEPPy6Jor9QI/mZUSNat5FdmApOYzJ/R2CBO8b6E3m9CG1a4TL9a2Aqs40UlXss8rxcFBvA3nyq2mRS9gcz4WUMrHKh1b89PEscUYW9nnGphOE25vwfMUT58pwlAxvtBcjr2lkMJAxWiVGm4k+7t8I8YqjNXuGAXKu8wNSUppKORriYnTXJv0Nz+GN+vEcXIT4Tqvledh/RFWa8zoIbE3Yh48INIhU3XpvAzWB+sMERdqShSGhF7oliFJ8wWzXEE9vXZjXHbNY3lKB/QDRc6lXqzEH5W9WInj6tiP8v4NyAXWi6nHWy8UP/mBO54/vePudpY2nRYeA2LA8xVxnOQGLi2mZJjK8/GLc8FzFvAiqGMbdE4MvRNZTXAQq902E+E4As9HoilKa7zUbe0nM0ZaY7L7HbncjJfG7u1k7uVWZgAtlgtvyqXcEJpJ7Vo4QG4tzlcvz8IEO7bc3VvrSs1kpbHAWsWjtnMfiknlgA3CfKKTLbQoJkLNpy7/t2rpXceNA3iz7hO3muRjLfbb+v0VsRXHSf5+Nlv8Vp6nCEPN5aXH1UPN5YXHw3FC6CVpiXi3Lhe4/ieDFlPyxF14Cy9WkhqREpWWQlbZeoEGPA9JJziNJsM7cqttAX+f+NcasqIDhVyrqtdqFjxgpsdM7QV3yYib6YhZ7OXGBq0sj0M3RhrtkYSaUE1KlwmUj6evnWnDqxReGYTWzji693NfVLxYidIuxDntt9x8aoKWBGMVcxOQdZnzSLi9s7x4PssLkRULj2WIo4Q4Tojjcj+sElOq1jpgwCqcpMiqRdtWu20xnThvFm6ycZEYAm9E6N0QBhO3BoN3UbKCz0M/D98B54YOmBGaCeH8pnah0fz+M4FVDBM8woBzymVrG1uEq+fVCCyphssUse6zOjQNtSq+zjxWAMrDXDwgDh8Ci7VAvHiWP/ASTVuzDN/3vKxqZcFNRS+geT4WuK/KrPB2ZV6s4vtsOYg4SpgBz5+aPOczDDWPHgW5h+tyZPG0RaW36CmLVosJhacsgWe48FxoobaLsvBAnlejAas1Yjy3xlZGtENzq66NQUDl2Dmyo67f8nwIRthghLl4QOI7j1XsjfIFXadJyN085Nn0gqe3Hm+9gNuJxfOEywvh6tItwK2VSbcQKpfKCkqBW04AWIQPwmpuDQL+oGiVW6tQ48WyhYWF/WTGSHnOS69gJHcoa5iqsfPIW0ErjaddCOB8GuXVnYtCC9IuzF/wzFMWLdblxidpqHQS9yacfkA/0XuRtetE+CiYTpA4QoIYiaZ4ysMPQoLRQy4KIRMZIh2Wk86t6yTC+Y1bWLggroq5DxnExOUwQejlA3+MGPTWKuBUxHtxIKkVVnXliqFUsrgohlaiQVnYrI1ipa5swJlfPCb2LlzYanqdRPmLyUr2P2TtFCt69cQ63GcBv66y4D5YJaaAJWvqYv/ySXGUCS1DYhLmJmE+jbjViskkYjz2GY08xmNNGAiPHgqhb8GnJLLiRBirBC1pRVPj+qWkwl2rMv55ztsQUxZah8KZCfjeehtSL5b1Uu9VKrBmwQMm+orbZMzN3K059PRG89Zzy4sXMc+fz3JvwZMnI2KjeelS5wUuDR5KjPNIpARSgeuPgvTSonU5fBB26rOGnL/DoKulTKy3GPdUYlyVZc+gPEOkwtwgpBNn9ImUvxTOPZtGxJHjgOfrXGhliCOTRwhoZdHKoKzJ0za2xakLeBFBBb2XDb3CUb+t3paC3EfYpRMKmbt29HyKmt6iR5f4wS1RcJlPfuuqevnxLBdYKpouPFZpAnAGieOFB2s2XWpnG5xr7sy2WJrQrBBYUhVSa9aByfOhoFYMFa1wVi0PRsXQ0DpY7WOVLlXrArgbPSZSbuaSSMEa543yhz4XWsXrrvI89KgARhGH7UPqPU1NUK0sCPVhg1Bf9CJvZ0X4oEvOrni1IrP02kwj7m5nPAXCkc/Dxxe8+eYlWsHDC5OHEBbvO1AxgSx++6JYz9bUSpSP0r4zAqkso6GAnuXQ9FnAHwNbTYQLaxM5I4+fLwA70Ve8MA/54O1DPvDM5yc/aHjfjz3j+tmEyfUEk/JQ+5rZm68QhlfEibjJr0rzHSXMC64AbsLsOT55ykfHbrxTFJ7IQ3DrHobQ14r8Q1ZxXgOZz/LIIaUnJME4X2pCBw9QiVl42itrl2YorleaVXsGcm9WkIYOep6knqyFN19MVM5xLt7bIOAHpOjH03JuyB64THB5Pno+Q41myEWECg2xF9Z++SqJ0fE0z5/Jqytloqp6jT0F1n3B1hbhwkCyj7iyOhNYi9woYEkYJcorTFjTjl55eTVJL76rrG20WMcoO7d43kyPc0uwQaNx1uHYu3ADhDZYHQEjYIowcvwqiqlhkGiMaiXBJpUF17a35qtf5dFy55WFVlJ4n32WTSzUZcijRyFXD4SrscmLYmSJ4sZqjEoIdOyqERYum3E18kJ0EpOojN8RYmJsnTdrldDqqYA/FRxrIlz0YuULwNoRN9GI66nmgx9JeN+PXZcElonLwt/zsvWHxAksCwkKg86LFyidoHW950CRGqJWhcsP3Oo3dgkVhMXcKn0rxkOMIQlG+JVcqdi7AJ2GO6tCEYxVBquCNysxCVoLWjlPViDRonR7x9FD5y7g7wvOWmR1vmZDU+tf7t2arqlLljZZKGEr0bTssSq0BWw9CT6UdeUUOodqGGppopJOUJZCA+vEVSUcsM5zlYmrTFgBS+LIKC9fl6gYKuMGh5jQC/NCKMXFY7Pzi2GoWQWvDAZNgkKrEF/NnBc1nRSDG6Csh5sUAwTp/zqd7C20Bi/peqyqLAiri17A6gkCLEIFF+8LE4tUYGnf4/JhyNWVx6PLhHFgGHvzSvGLGGOllDdauvc00RzljAQ2F1omnfwUJsbDZPd0sSofK/Vi5X2QhMyNz2Tu89YLxVtv3a0UWCY2jMY+Tx45pswTz+U2yqKi5dy4PjBQfu6Vr4NKYuRIOcl1OFUv6UmlZmSII9fXqBiCEWo+JQnc4un5IZ5bl1Sl1VO9gqfehQOm3tUV8znPU1yOhdCLS+XbgbLhex+cWZjzgAVaSSwQkc8VkR8SkR8Wka9so80u0VWM8EYkrhKgmk9RSeQWYEy37H1ekr0qsIqLMUJvBpSucQhurRNYovVCYGm9CJUZjQtrwYQuPjwYpRX9sipbbhX6akifWyvmYrGuhw5d6Vnl1viY48rQTu0o3S6Y6TGRF6ZtFLeywMpK2GYwaDdpwQk3o7xc3OXiT6detzSJ3W2h+x8bFu042jO1Bw7db9UVu9gHdblYK69d8XBprbi89Ll6IK60ux+5pO68AEFW1t3iS4QmduI/z+9zrzOjQMZHx6eiwUFvZ63eAl0b0fYJRT21MbExCqGCWdGBOOvDrM9dHHI91bz1zPDi+YzZZLYssKIYE8WMxz4PxwlaWeJEpWsbLQTWJHaLyc4T3/WJyl0nTisXZqIe5S3653uAs+XWtigantO5lRi3XqkkxqVbrBBBsZHaiICiQQpA6bQ668i6ZS8weWXBvHz7fYKA0rrV7dyxt8gSEQ38eeCXAT8d+PUi8tP3bfeckS3amRW0EOPyr/JFGJPYlanNyrJXxdX9EVidcKtoscsFlpcm7Pu+24riKhytFVcoLxdXVuslceXKGY8aea+yXIR5utaHsQolSZ6/VyyfXZzoAvkx69Zxcm246y+KFWQTpsWGKkyQz7Aj7FO/taqqIGw2bq4SWtXJQhHa9xg/HHF15XM5soyDGC2GQM9dzoGY0toyAbNS/mge4prm+mX8a4Qz5FIVfeJWJ0gLXlitc+NRpELm1mcS+dxOFc+fz5lcT3MvQYbMkxpchIxGHpeBywM0iWJuvFxgzROPeazz/ZF1QstIZihyeWBJ2u8WCwudM86eW6uwqt+oegyTOM1hj0oFw6p9VGxkbTRABs/XhKEi8C2BjvHtbLmy4D2Zjx0LIjISkX8lIt8nIu8VkT+W7v9YEfmO1Njw10UkqDn3F4vId4vIv07/fnbhs09P9/+wiPwZEWnXCpqiDU/WZwA/bK39EWvtHHg38AUttHu+SOJSJ1AuzV5YMBa2916dost/NXbiVtUCXfRUZQJLPF0SWLXiKhMY2esV4ioJwpK4SvxRrbhyBU+aCSxjdV4JqS5UC8jbKBa2WAddCN8qerMgE1rZ/5AKRs8rh0SeF/butzaJ2b4iHPlcPgh49FAxDhO3OPGKnJdAz/PXRaGVe7REu6TyCrJcxBx78OgEvaSdjYm9CekqFLyIPOd9v4tDJnPN82u3/pAxyZIXK8PDJw956fGCI1mxFZO4dY7iRDGLVZqv5TxciVVE4jxaRYOVPT1+7INezrc6T83YhNSbtQrVMdIk2XIX6+dU4cjjcixcBsaFTdvYhaeuKEQ1oBPMgM+21n4q8GnA5+0RZkUAACAASURBVIrIzwH+OPC11tqPA54Cv7Xm3A8Dv8Ja+8nAlwD/c+Gz/xH4bcDHp9vndnHzbeRkvQ68r/D+/cDPbqHds0b1Ic2qCJJUQgTvN/bi1ipxlaMQGlhb1KJS0KJYer1aKbBpQYtMGAFLAiuyfh4ukwusNI68biJbRGapM5VHWmMwqCWhpgpx5aUKh7noihZrHlEoWnA+uTX3st/Svkcw8rm6ChiPYBwsvFbZop3gil5oZUpVBTMOZgKrsQdL6fZyF04D58mtSqhg4o9IlJeHKM8TjxcTzYvrmPk0YjaZ1TYTXIS8/o6XePQwW5DYLYjtisUYVwQjUcSJEELJq5rBKA+lfBLVTchWj3NJz5Nb+yCOlgw4YqJ8XE6UG2OzapVxopjNYTZb3yd5vnYh1ZfCOIjwJUqrP0+dtyxbPueAOHq+3xFKuFtrLXCTvvXTzQKfDfyGdP83An8UJ5yK576n8Pa9wIWIhMAT4Mpa+y8BROSvAr8S+Ptt3//Bvi0R+TLgywDefPzwUJftF+LIFRWgvN4VZAt5VrxYAxqhxK2XHLcyMbUyNJDm4gp2rxZYrPi3SlwlWc5UIR/BWE2wZgJR9ITBsqWuiizkUK9Z38NqH+ON0PE0L2CA5yFJYQA7L6G1EUVuffRHv37ku9kfWisuHwRcPdSMR65ce1bsorqoshaDksStXZSK9ETc0hNFvrl1YxYLxgLL+QqZ0WgIrQFOeDwshArmIXui84IXkync3kbMptFKL4H2NU+ehDwcJ8SJEECBg86LleUvBt56vrhS2saJ+Ba51VOB1Qgny60OYLOQeldb0HlKE8V0Zrm9mWMig/brx05njPK5GhsudESAE1gqmiLR1KVzGHPQsfAUC6q0gTRM9ruBj8OFy/574Jm1ufX5/TgDxDr8auB7rLUzEXk9PSdDk/N3Qhvhgj8OvFl4/0a6rwRr7ddZa99prX3nyw8uWrjseSH3YsG9mcA2wNbceuXBeElg5aGBnodcXCC+jxqNlsMCw9HifTDKvVfFghZNcq6yohaZ5yorbGHEWypuURRYcxPkAquKXJgpbynUMM/XEp0XvcgHFRYhh5knojgZhoUnrm6drlJuVjU/7bSxNbeePHlysJvrCsHId4ncY7fuS7HSVobMkxpIuaqgsqZWYLlqW45bQxgN0IBbJz0e5lUFXX+UhQrezjXPrxMmk9VeLO17vPTqI548dlOPWVyeghib1qVMFvwsVrws3UYq7CWa3qcxs5fc6o0oVV4pfDQzAiRWpUZMYRYrJnducfZVyIxRjx4qxoHhgXdLaCZuDdP59CherDPGKyLyXYXty6oHWGuNtfbTcHz/DOATt7mAiHwSLrzwt7dyx1ugDU/WdwIfLyIfi3vYfx0LF96AOiivZOkt5S9kYTW7PsDn9eBvzy0RxPNrvVZQWetqRSn2algg7O65yoQQUOu5gsWk1pUxFuJELU1+l2LKC96wzMswJ6zNE9KSoIlTj0O21lbFk1ooL19Fac2j8+HX3v2WC8XsNh9kU2Vfz1O1xS88X5eKX2itMCZhNHYiK3s84kRhlCz9F8X1ZGDBv7piFypZVNyCZS993qft6Gk4wUU9OxsTbRwdLy9rTajgzGgmU8VkEjGdlPsI7ek8L+vxRz3mjXc8JvTBUzZdiFiBLuT7pQt3a2UXFS+lvsCLiu7dhHeYb61CxUhYXL8Nm46zVjOLFc+fz5itEVnByOfy0ufJVcLj8I6R3BHOb/Bm1+napfenAFkRItJFjuyHrbXvbHKgtfaZiHw78HOBxyLipd6sWiMpgIi8Afwt4Iuttf8+3f3j6TkZVp6/L/YWWdbaWES+Avg2QAN/2Vr73r3vrENYY46WTG1rFonMBNfaUMF7+EDvxC2R3GsFFXG1YZ2rfXKuVomrTFgBS2GBLsk7S+yWNEymYNnV6ZoxmcAq1L5JRDMnzBcZBvKcruqERGNKRQtyr0M6+S3+T1XxVYLSZyO0+tRvedqurTC48ryVAkuV1srKBJfWCq0Vnrd8LZPoPK7BJJoLb4pfyMcyeEtCPxGNn8wqYYI13Ogov7Q31vMK+sSt1lAoy18MFczWxprHmskUptO4tAB2qQlP89KrD3j721wIllY1JbTTUEGTCKGXLKpd4kJXs+I9Oolzr0IetnUPcJbcagJj1lcmrTE8JMpnElzlxkeTaGZGM4+E2czUels9X+drCL79bT4vP5jywLtlHL0gmN+43Pn51K0hCWcxFvYdIvIqEKUC6wL4xTiv1LcDvwZX/OVLgL9Tc+5j4O8BX2mt/efZfmvtT4rIi7SAxncAXwz82S7uv5WcLGvttwLf2kZbJ4VND/4qFPNiVOUnOIOCF20uRLw1t0QW1QK3zLeC8gLC7v3qRYSz93X5UVWvFbBRXBVDZ0LPLdCplXEJu+m8eFHgwrWdJYUbvKWcmgxKErCUFlFUSVQKD8xEYjWU0O3MFitek891gpOcQ/dbWtmt1srytKxckFjr+hLEmccqg9Iqn/R6K3IPsoIDZMVWlCkJLChXpszbTsMHsyIqtQKruJD6iSGJds+PPZsxsTh5LS1AvMh1mRuPWaxquap97fJePI32Na++OubJlVsby0tFlq4JWQWXj1VaHDv12Gsb48VTvNk16u6md/zqOm/mbLjVFlKO2rQqLrBYv03CPFQQYB5rXtwKt9czjKnPxwpHPm9/+5jXnhgehxPG3BDMb9JldtKldQYcEm8HvjHNy1LA/2qt/bsi8gPAu0Xkq4H3AF8PICLvAt5prf0q4CtweVxfJSJflbb3S6y1HwR+J/BXgAtcwYvWi17AAQtfHAM2io5fWrQCieOyNyuJ3QQ/qyrYIU5xIrw1RFCjkXvdYkhgki/CWi7BDvWFLIBGXiuTCHHi4sSTxK3f4els8qHR4qHFJyACIW/7LhlxqSfpdVLhZXVtJa4sH6sYKpgoPxdULn/Myz1cGTJP3j6LLvbV29A2tJhSLl31/SooBUnNHDMr5lgHz1teSFNrARaeLc9fCO4YCLRKz00rbBmWQrWyfJgLVc7FgnL59vyaNs4LqRRDBV04TVwO47oPfU+fEMe5N78VVBYgTrLlI9L+LT/MUyitckFfLH7xn3z8a7z9bR4XQUzopVVT87wr97x4KmGOXuxPQwVVIeTZNzO8eIa+u9nsxeqZAOszjhKKWlMZcCek3MzgOOovcpPTcXcWK27v7FI+ltYaz9cEo4BX3vaAt7+qeOXylit9zXj2whW8mE+dFysr4NMmt2oMmG0aq1uDCOrAc2pr7fcDP7Nm/4/g8rOq+78F+Jb09VcDX72i3e8CfkarN1uDo4qsJIqX1jTqBdp68Feg6BGwnrc8Iami4wnKOU2ERdgsripeK/e6XPyhKK6ahANWQwGBtcJqFrsSxUkC07ly63bkP7MwnSt4gJtoGItRCwFVFFMGvTY3yA0xcT5JLgqp7P+KvYs0ibwBz3o2adnH27A9Ni9euQpaJeVQUBY5KVV4usiFwv40zC/zYGXCaoEErTXGpDktellwuXMWXYpbh0gg5c+FN8OXKPdcGTw0sRPplaIXsMjHgppQwcyLtan/OgKnzqlKl41NeWmKrq+XGp8yr7oWF/rnacHzVB5yleUEal/z8msv8eablzy6TFwYYOq98lSSV1F1Qsu1GXpuf5AK/jovlsynMDugV2Go/OvQtoBvilWRQ2nFywyL6JOFwRPcuDmPhRcv4pK3X6dtuqIsD3j7ayNevYp4FNwwSm7x4rvlioIDBjREDxVOGUdN9G2CbUMGE1O/Ov2+BS/2PfdcIMpVwINGJdjda39trlVTYdVUVMVGmEVCnObOxsYSx9kCiRbPE8IAwHOerpEi1Ca39gYqJvCK+TKL0MFqPlaxdHvmuUoK/Iu9HapPHahsbZ8nwkqS0gDeFrRyPCjC84B4sT8TSu4zyd+HYaU4SirGinlbmScLYB4Joed4SjrZvVBTAma5KDfi5WGBQEloOY/CXR4quNKLdUgME+GdsDZPuZKPBS6sWNsYlVb/C73Erbs21lw+CJhcT3Nv1vjhBR/12gNefUl4OIoJvcVvFKi4UL49WzfLEnoxgY5LuViZFyuY36Bvn+0dttVGZEcvvQ0t4tACficoXTCcLoykkQ6BNEw/HZtvp4rnzydL+Vier7m4DHnyZMQbb7O8fDHhUm4I55OFF2uLPu1QUUPnzr9zQO9FVmMcy7oCzYVWJhYzQaX0wqt1JC/WIXBQb4NI48WD2/BazU2wJKzmsS6FAE7nillq0J/ObGG1eUsc2/SvmwjHcYLnKcJQE8eazMMwUR6esq7iVlCp/GYVc7tsiDBWMRKTFieonFP4X503osFv1FZ+zZlPhLXYfMIIzlofV7xY1fysLEQ0K4CxmNcs3sfGEgaS7/f0+vyuOBdZ7n0m0pyAd9cyiTCPNV6Q5F6samhg3ULYmUchqyq4sxdrA+77RLjtSe4+IfQSx05Ip/2Fb2YEasaF5xYivhprJg81s1nAbDZmcu3u+6VXLnnz9ZBXryLGQZR7ruaJR6BTj2lSCLVViVuXSEWpwFp4sYL5DXp6jcxng1HxRNBqobHqXKvGAJ/lY+X5y+nYPJn7PL+2XD+7y48thgk+eWXMmx/t8eqDCVf+NaGZLPhW9WLtyL1TjxoSkX5Gn/UYJ/lttTHwHLPC4BLa8GJtwNaTlYYT4d55G0SwgbNgrRNXdYUstvVaFUuu1wkrk8BsvhBWs1lSElULoeVmv8UQhjD0MMZnNtfMHmtCH67GJq24VQ5by2LOi/lYxqp0naPy71jMLYu8cOPixMDGRbLv+0RYS7Ky6EgdqmGCxbwsJ7YEkzhhVezmxkryY9xxFrXmslmbmXBzoirbl/5NhBDnURipWR4amCGSMPeEmkKRHt/MUEmMjqe5F8tdNOVKVn1rE/rWfwwoo/j7eD4STVFa46X9Zqg8jPYwvsKMhTgZAR7GXBCGHloLH/uOC157YnKBlfVfWmzufZ8Dxjh+jb05gZ6nYauLcOcwmhDcPUPfPHf86igMte2JcF/7tt4I+G3TM+qM2kkMWZSK0nnly+JYfT3VPH0WM7m+c0Uv0jaCUcDVkzFvvjHitccRj4JbRnZCOL9Bx67YxSDqB+yKkxRZ2+CoD361vSI8f7O42mbyepDwrX4OFkVYUSVxtSokcFUhi6K4iqy/MhxwZnReEXAWK+aRpGGAMJs7D9Vsbpe8VZmwgsybleTltrMchsQkTCcRtzdzLh8EvHihubz0ePVlzRsv1y0eq2pfF0MFM2TiMvLCxXF1FQVTlNY82tIzcepWu1VYmwOnTNkqX/BquTwUFz66qKyWerQUBF5Ndbb0uMyLuWhnM4o5YFmBlWp1w9BLeBjOeeDfETDDT8phNJo4DTVNwweVCx/04ileLrDc75yL8SyMq0Mv/LlOhHubp5yGCIvSqPkMq31ShyhJ6Mr/G18TjxWe8hmPfGaRj6fhtccRD8O5E1iF9dcCsjX8DOD6JS2WC2+WCv6FwBrFt4ymT5sVuxhwv5AYsqlsVvBi6l3mS5rME48X04APPhWeP5+ly1m4PjochwQjnzfeeMBrL6dhgmrCKLp1FQXnEyfgthj7jllg7LA5ygOaoHe9+UnEAK/CNvlZmYjLxNGRrCRnNxEWIQnCtVUCi8IKIFJho3DATFgVc6wycZV5rYr5VfsgMQlzkxBHJl9ANoO7H4WmvJix1uXOPasqCIs8rETpPFa9uDhx/vXVFb/IKl8em6s9mQgXURRc6yoMZiGDmdACatcJKhYEWFj8F6Wsq4sEV1EUeLDIc8mLsaSe1+wagYrdpFamLqw0DRXM8q7qqgr6savuloUJFnOx2goTHLAajfOUtwyhXxndURyrPB+S2K1PBXjKJ1QT8MFojR4ZQj3m4UgzjzWBZ3jozwj0fLldVSjLLgYtmkDPUg+8wbcztHVhiaPpc7zbZ8j0tln/s+GYY0Z2HGsifEwBvzFyaFejdvp9i9JkEfOJ0m48t5q5CZgZzfWd5kMfjnn6oZu8Cc/XhCOfN9/xiDdfE157OHFrYpkXpZLtMp+VC6y0Pf41rCzYu6ihAY3QO5F1SLT+4MNicrFNKGLdw9OiF+uQlpWjT4RFkQTjtflW60IC59Yvea3miVcKB3Q5LE5YZeJqVQGLOrjCAwtvlk5La8dRki8amyGODESGxCTMrkKM8dw9pINH5ky5i8PaCX6GTEwW/+9i+e0irNKFctzRwjuxgmP3YlmABiiGDGq1WHMKDFrSipCZCE6LmCzOXQiobH9WwCSbhCrZrNoTq0rFBovrs7m/5T4pC9XyJcK3syVBZcRbyufLCqgUwwTzYhfzWbMwrgzDRLg1bGOc3Dm6wxiYTvI10RWVCYQPgQoZhbPciwAQSJTzt2jAulDTBa+t43+gopyPRYHlT95C3TYME9wD2xgdjz7WdYA6AV/LrWPmwGcoGrUTky81kigvXzdynnhM5h4vboWfeP8LjEnygizBKOC1169486M93vZoyqPghjE3hPMb/PntomR709DnDTgXg/bJOkGOhKOLrCbWla4sd52iTmxVRVtfi12ccGECK7LWc7UpJHBuvNpFgrNwq6w6YFFg1aFuLSPPU0uV3orrGmVhg9kCskXRFccJsXGhZTPjOJXlhE3mPuMgyvOytNh8Qp8l/2avE9G13omVKAqxNqoKnvhEWBOnZc1Nvm5Z5s0qVnbMv3+bebkWYXh1Aiq36Kc5dMXfSNu4tnp88bfNUCyxnq+flu5LKqGkxXAsP5nlojsT5ZkQr4aTevGsFCaYC6xtPFh78Oi+T4S7xEZv1hqhpZII3xsRKo9Ihe75yPqblL+RhE5QSXnB60AiTEHwaxu7HKz5Df7kreZ5WNm9DjgK9lqbdNelcwoe1ixcEBYFL7K1sbJF2bXvEY58XnnbA958PeT1J3NeHl1zKTeMZy/yMMG82EX1WmtwrwzaAxqhJ4pke7RluevEm1VENYRwk9Da2np7vMlKPyfCki+uu0pczQk3FrIoLhRczWPJkDqhSkKrWm7b7Suvb1TnzcqKXmTCqii0snNvJ5bJTKGVB4HLuXkxXTzCwf/P3puHS5NUdf6fk5l1l/d9++1uaDa7ewBlkZadZlFQZBFRUQR8REUElE1RwUER0BF/rjiiiIPzwxZFVMRRQFxGlgZB1AGUxoYGWhYdFLBZ2qaXd7n3VmWe+SMyszKzMqtyz6yq+D5PPbcql4isut+ION84J054PuByzDsy3wkXNzKwQ1EJ4OCXElrzZAbVxdUmGsISWopZoQXERmTSQ+VkxFRWQEWhnJGnKOlZXLVnWeC4TDhcOB4JpEDMeV88JuHn6FkjozeuP7NuL36GcO1VElHKdphvPBx7Ols0bq2HdI5GIfRtTjwmhdZsuiC0nGCKNzskcFx2w/4XyNm83Y3DASHsm8TFIYjXBU5mh2mBdeam1iYfrSE8R5/LMzpJNpYMGwwTXqW2KAnMeunDw0RSqUhgXbTHbW855eb7pzjp3MixaU6YYHLiqAvxvsYT2hblsLYiq1e0vTlxUXkdCKxtM1Y03Fw3ObBPnd1Ke1tlkU23DSbDW5S1bX5M4rTZsCiuzLG59yraTHY2C3LDBiOhBcaTdXgYcN2NJq17FLZ43Y0Ox8JtwaKMddF6nqkzIYjix9QY/Ts5hnkeFkIFc3i0bdyCuUByQuFU1CtE3qdYUOUIqKSHyCkpsJIGRPq46co9SBm3Ew5TWQGTz7KY1j9d9mR2uJDaP0rZ7hwdGH4chbO9PXmxisusb6yMzRCuG93Ry8RjNHYdHqSEluubdVpRsqFsFteZt8vM2wMXjuuNAOn1fw6xR3X36BQ7R6fwTl+Pc/ZUNYHVxaSjNYTzUSDgB/FmEW0xYP6HLjNc8c1a2HCc3tmbcOycXU6e3OXiC3e57S2n3PL4TZzvfjEWWN7hTbhnT83DBKskelpy7cZMaIuMe9/aEWKUIquLmbtG3qymKLNOaywG65obK4rJnFc2DXsW2T2Nsum2YVFgRVRN/guzm8rmebPiUMGcsMGk0AI4PJhx441HeN4us5nD3q7L6bPK6dMzbna+SchxNIlE1oQo9deOe5TI4DVHIO5CevcIcUrumgkvujBWxsAtUV3MvlcgjiIBlSeekuIqN9HIEiQZqwlRFBmz5v18bQIsdvJ5e6LNs23ONxp2gmn8zGY/tVli4+HuBNbQxorFCuSFDjpm3JUpiY1h5xlesyGnybaS5NxOuB7GO/VFk+SixTV+0N7E0KgN4RX1dy3gl5ZdxtaqkwTDi7YbmbJzdIoD77hJoCLK3k7A7q7DyXN3OX58wm1u5XHRzdMCa+/gBrzDm+brsLIZLG2/YVEToxBZQzf8UmjDm5UMHUw22jodvzVWcqHipLIFAimBtQzZTWQXNox1lBkS7z9krsmIKVcAjfVEVlwlvVfJsEHznnBhblpogUmCcXg447rr4AZXYmFmyt1hNnPZ2xVcF7yIYzsmm9yOO2PHAYd08oSshyO5sWxfXqx1MlZEA3aPTuV6d+bv8wVUcrPe7Ma9suK31AKjJMqeCSDhGjB13PgZksIr7/mSMKG1M2bePk7g483OpkIFY9E4PZjP9FYVWGuCoQ3h1tHlxGMotPAmyBHhGHkIjosA6nnoxLjadzDr+SI4wZTAMRvHmi0BDo0n4fT1rSdRsVgzVLW3wv+/c7SHNztgb3aaYOJyYjLhvGMTZhdMOHlin3OPB9z8xAG33L+Bc7ghXoOV8mAdHVTOJljL1lrzSUeLchiFyOoLjQeVtoQWzMXWAAKrL4zBWFkmrLJ7GqXPBal9hhYElxvudeVHG8SG9RV4s4y4mmcdzIYNLhNaYETWwZn0/92cdzh9OhRygYvrwO7EYcdTXMfDnSh+oOBMjdAUb76OCOJsdPN1Nqu9WG2J93WDqM/uwQ3zzwtiKSmkkgIr0w6WbACdW6+fYyC7XlyHui7iT1F3Ej+DuhPcbHp+f5r6m9xDLmK6WXPlx9kDs/ebtQo1BdYIjZV1Qd6E4qATj9H/MvJoZVJqx56FYBKGcZlQLifBUQDHncRcc44OTHhgR+Gn1hDOx2gjh6rYW+H/Vo4OcA9uYs+Z4Dsee+4u5+2eNVtjnGs2uj53copz9Hr2D29g5+gU7sFN6X6ty3TtKzD6CW0Rm12wIgbaNCE/vXXqkrEs9l0ou6X1WXVFUAsNbpuMldQ+RhX3NIqQDRl0HCp7s+biau7ZikSVWZOVFlpJJMVWUmhFxw4P51w6ftzlcApHM2HXk3C9mdlXC0l4s8LMX5Pg0GSYC2aJtNwZL1YbnfwGGCsS+Lhnb5p/XiGeJPudK4YGAuC4kAnrVM9DorocD/FnuaIr9Sw5/c38+lCguT5OmMLfOToTJ7ZQ1/SlMj2YLwbvQGC1ibLGyii4lTMe9rWnUasTj0k+JEWXN0EIw1QdL91OIm96cguAbFmr6i+BNicdR28IJ1HC1sq9rWMB35nQOjrAOfDw3An7jgt74E58TniTeE3yQnhg1K9lPaddiveWMYYJbYt8rJUnq42G3/sMS5sY8YAyCmOlJpJhgqVCBqMEEyu8WclMg3lhg8uEVpQMI/JqQVpsZeH7iu9rKOZCr1kgHM6MN+vI3zH7NzkQ4MQZvhzxmWD2Qor3PUp6KjJoc0BZK2MFI7Kcs6fSB7PCKe/5q36nVN8yXTguR34ovgBmc9EVGqwL4g+KvWfZkNGEuCIIxbbnmb+B35kRDOPwYm2ssVJz4rG00ILFMTHz/5QgDCVM4XBexmEmXfYqtNRXbBu3WhfwXSTASJVfwd6aTZGjQ1znVLQsmYl3GK4pNWHQZg+sM8u98l3bWhs4oW2Rj9GIrL4a/ipUElrQj9hqyVCB7RpQolTbYDLrRfsEZTeOjUIGF7xbiZBBzzHiKBJcy7xZhj7zTINFYYNlhRawILaA+HMSkZhLJuaINlXeAY4AVxx2mJo9tXSGNzuYJzSYHszDBDNerLEMKINxS7VQfBaKjrJtN9mPpGJOi7Z/mL+X+OdY8rtkxWBCpJl+cm9xY+EQcuZgXn9H3qsxhDcPiWA6xVlhkHYVMti5MZxNgZ0Mme8hoqPriaEm1/WButxqcl0ZVEo4VlZoJZKxuMCuP2Wyc8ysVZ0elAt57lq8F12/DhPaIuPZi3ZNMNivNWTDXzWodNL466LNvWc6GlDGCEf9eF+WMiGDWQ9WMmSwqjcr+tmSYYOuA4Rhg8uElkGk3pLia1FsAfFx15W43Ah+uMfXLHDACcz3C0y6ZGSKyyzMIjcLE174tcMEt8FYIfDh9E0Lh1sRCNGagmy/U6p/WTLhU/g/zIq0g/B9Yi1ek+Q8A04MrYWxMgS6nniE0l6twmNlyy+JPiaGxux9b4I8AV+Imt6sVriVRVJoHR3geKfjMNVUuHN0bbb8ktj6SUeLUlg7SdpGw28dXXi1anTcQw0o62isJL1Zi+cS4YMlvVlGbEnKm5UMG8yuzyoSWlHWwbx1WkmxlUTeOq4k/MDBc4JQUPrsiI8jAZPAhAk6iYyCRRsPW2MFNFCCg5yQpjqDZoV+KX8r7BxU/f0iAeeFQisprnpaM1pbYHWAsRkrTaI7Bp14hPbHxA7GQ8utfsy/TrhVUmgBc3uxqF8bAbfWctLRohRGJbLWelCBdGOtO7jUNDTHPqAEPdbv6sxk0aM4ZDB1fUHIYBVvVuTJijTQzE+HDWbXZ5URWgZGtWW9Xck9toowCwQ3EFxHY2+WK0Zg7nCIoyZGPc4kl1y3UyFMsE8P6aDGShCgB+U2cy5C3EdlhVkoupK/ZdQ/adLL1aYQTZVXMLtbBh31Wcvr3DwvVpshg4VYMvHY6Zg4svFweZ3dc6vP8TCqr/Nw1AaT2rVFPBRzK+JA01DuDBqNhz1MOvbNLYvlGFRkbeSgEtebIXqlUJ5q6KLRr7OxEqFJyGBdb1ZROpsCbgAAIABJREFU2OAqoZV5coBcsQWLgssN982anzfhi56rcchgJP5cUZPwQn0ms0zCi5x9sYYcUEZnrKiis+nCc5WZ3In6q+S9qfuSv1WB4Er+LxoJrmQ2uGQ5Pe5JVMYIHno7gDEYK51MPPZpDMd1lhgP866rgS64NeZxbh1QZt1f59zKu7Yi+hLvZdH7pKNIO+s3twij8mRB/4NKGaEFOWslqqKjUKi+BFYT9GmsSE7K2iYJMIq8WW4otmaB4DjgobGwicIGk9kGVwktI5yynxfFVhRGmIcou+DBYSi8XPNsbiC4Ychg9Bu4wQwnmCb2x1rkwti4NXTIjarin017spyJl/udys4I512b119Fv3XWu5Wqs87aho4WfS9DYyN4A7lVBY0nHpeV3aUxnMRA4yH0PzE0Vm7l2VpderO2nltV6lqzCW2LYixfzDESdJ3quUzDGFv2K/X9Xp9p3QYUVxefw8XPfy/J95r/3pl7kiJv1sJ7N3l9dGyeIM4LxZHnJc6H2QDd+Nz88/yYE4us6H32FeHwMMAP4PBIOZwKR1OJvVnmufzYkzVPeDFd3Hx4Bdr0MqzNgFKwn1Ee56v0WbnftUhITKeFv33UJyRfSxGtv0q+OkafRjCsiYe0w3oLv+uS33Edx0MYp3jPg+XWinItt2pjDN53izQGF1ljaPilyx5J4y/7HLbRm5DBhWMyF0xu8r2TL7w8J3mN5r53YlGlsdhK5qgoElquY4SV50ksrKLP5r5FsZUVVlkcHgbMZnB4ZMIGo7VjrqhJ284s9GSFnpS2vRkbzK1gOs2tt6nQysVsVktspa7reTJmGbqcCW7yW49lYqgInXALWjGGx8Ctss8xxMTQ1nJrCbaOWx1NDA3BLRETMdHma9MxuMjKQyczw9B4UIFhG3+Vurel0echElZJb5abs4dQXW+W62jswUq+dxKtKSm0oqiKPKEVXWM+p4VVJLaSAmyZ6EqGER4eKQeHih+YNWNzoRWEXqxIYJmsgtn1WLX3lqkosNaNWxGaCLw2PXdV+q2h0JoR3IJ4H6WHNIPeJh5X3bcm3Cp1XQ/cKoOhJx3HMqm9Vdwqum/DuNUVRORiEXmHiHxERD4sIs8Oj99MRC4XkY+Hf88vuP+/h/ddLSK/LiISHn+8iHwwPPdLXT3/KERWr+RoQWhBv2Kral11BdY6GCCrsRjSlfRmRcKqijfLFY29WavCBh1nLrDqCq18L1a+hysrvJIwYYOkNiZ2MRsQR+uxxA+5UjJUsE3x3gRjHFDKTg4VoQ+DpdcQ47YmhaCViaGyWGdutTnxCNvNrU2bGCqC5Vb9+iy3esEMeK6qXgI8AHiWiFwCPB94u6reEXh7+DkFEfkq4IHA3YG7AvcFHiwiNwd+GXiYqn4FcGsReVgXD99IZInIL4vIP4dq8E9F5Lwy92nO2oYsOmv4sFJojUVs1Sm77VmVJo2+ibFSl1sR8sIE63izVoUNeo6m3sNyoRWt0XJdI7Q8V/C8dPgg5IutPMGV98oiTi8v6d9EQm9WUer2JFa2ixrifagBpSm35s/VrjfLHO/WYIHujZZWJ4WgtYmhsXIrbzzsgluFsNxaC7TFrV5huVW+vLWYGJJwb8UWXyugqteo6vvD9zcBVwMXAo8GXh1e9mrgW/NuB/aAHWAXmACfA74U+LiqfiG87m3A42r/LEvQ1JN1OXBXVb078DHgBXUL6tVgKVNm1RSvZRebd1ROKXHYY6NvAa1wKwoZrOPNygsb9JwgFTY4vycttCBfaJnP4T05Xq0isVXFg5U8NvPTg6wThwua3yUvdXuWe03WMlQRWGXRwoBSi1ttTg7VQosGC6T7miH7raXoULznYShulUFnnlLolFtNsY7c6mivyFa41cWaUsutDNZoYmidICK3A+4FvBe4lapeE576LHCr7PWq+m7gHcA14estqno18AngziJyOxHxMALt4i6euZHIUtW3qsYLX94DXNT8keYY0mCBBl6hklm+KmcDa/KcPTf6pgNKE265waKwis+V9GYVhQ3GxwrWZ4ERWslEGMm/y4RWkdjKE1xJj1X+eq38NO9V0ZRblerqaUBps98ao8GyMf1WS0ZwEcbErbzfsPeJx464lceXvO9b9rpSdQ7MrS7QJrcaPccIhFZ8X8/cajqZPdJJx6FxgYi8L/F6et5FInICeD3wHFW9MXlOzQzowiyoiNwBuAumrVwIPFREvlpVvwh8P/C/gL8FPgm021BCtLlP1vdiHjgX4Q/3dICLzj2B+ov7IZTZnBiotE9I4X4OUGpTxuz+NHXRWUhhRwJr6AElg/Lcus2tF867OsMXL3dz4rx9s/I2KM7bOyu7SfEskHgvLc9RZoSCJ7GH1sw3GwMn99GK4Ptzr1a8pxbm35fMVOhHmx+vEFImRFHi54s2Io5/tzDphanE/L+TPO2TWz16GrJo3G81QZf9VhubRnbRb/Up3KFXT0MWhdzK8qosyu5tZI5bbuWixXXJ68qtPFurCreK0IRbbdlasF7cqiJaB/diicxnhtvDtap66fJqZYIRWK9R1TeEhz8nIrdR1WtE5DbA53NufQzwHlU9FZbzJuArgb9V1b8A/iI8/nQ6ElkrPVki8jYR+VDO69GJa34CszjtNUXlqOplqnqpql568+N7pR+wCqm6mGGJyxjZbEHpWcUBGn3egJLX6XXCrZuZBDNlvFl5+2ZVCRs01wQLoYJFa7SSr5SHKuHVWubZSibJKPMqQjJ9O2CSXkBqPdYYxHuTAaXPfquJN2sZmvZbTbxaXaENgdXXxFCRodYGt/J41cSbte3camM8XFp+y3v5jYFbpZ+1zZTuW8qtPsX7kBkZu0CYDfC3gatV9VcTp/4ceFL4/knAn+Xc/u+YRBdeKNQejFnThYjcMvx7PvADwCu7eP6VnixVffiy8yLyZOBRmCwdlVZZlvVm9TJ7B715tZqgUufTcaMvfW9R2FFH3HICn8BJ/6/zvFnx9aE3K/JuAbHnynV8/CBzLPRuRR4tIO3Bynq0AsFxTCr1yJuV9GolMfPnQivp2TLndBVFF2ASbJjkHMkQyGVourZvaPEO/fdbpe+t4IUvuj5GCa8DrFm/NSJuFT5Dh9wqg7zxsAiWWwn0IN7XiVtlba0i1LK1oBK31oJXUNvWGlnE0FjxQOCJwFUicmV47IXAi4E/FpHvA/4N+HYAEbkUeKaqPhV4HfBQ4CpMOOGbQw8WwMtE5B7h+59R1Y918fCNwgVF5JHA84AHq+qZdh6pPFp1ZcOoB5a2Gjy01+i7DItog1tuMMN35sIqElpgvFk+XqmwQdfxIXBTYYNJoQXgB04toQXkhhAmxRYsCq4kssktoPhal1lqj6w4s2DZ2a8G3Grj+jbQRb/VlcFizjWfIIL++63Ks9E9CKyyqDsb3JRbfU48rkTJ8RAst6B7T8M6cattWwvWk1t1bC3rxUpDVf8OKFobsZB2XVXfBzw1fO8Dzygo9zvbesZlaLom6+WYtIiXh/t7vUdVn1mlgCYNv7DMugYL1BpYoJsOoJbLvAOBNVCjr8etcHIv8mZFQiuJWHSFQiuJSHSVWZ9VV2iBWacFpMRWUT+SFVwRop+2UFC5Udp4NWGNiRTuTpD4X5UNExyZeO+dW5m6y3iz2jKGbb/VjnjvYb1Mb9zKvbcLYxhGI7baFlfQr3hviMbcaoJN5taYba2y6EVgiZRKu24xRyORpap3aOMhRmmwQOnGD4uNtE5H0CgOucFgYs6Na0Bpi1sRst6sZUkwskILiMMGqwqtPGS9WkCuZ8uUt5ggI/qXlLHDXCdcExY+X94atQiFnXSP3Cq7DqvRGoOWuRWhbOIeGF5oxWW2ILjG2G/loY/Z4D65VTTxWMcYBlrlVhvjYV45ldCQW1WwLtzqYlJ7aX1loo02kFtt2lo9JVKx6AhtZhdsFYMbLFDLaInL77MR9Cywxu66doIpgTNZ8GblrcdaFjYYX5NZn7VKaIVPAVDKq1VGbEXIE11lESX1iLxY8R5ZyzAC8T7WAaWpwTKWCaK47JH1WbBeE0O1kbO0pitj2HLLYBVHxjYxVBsNlm21OakNJUQ8bDy3qq7BGrutZbEaTTcjroeCQSWLslm7oLrLf9k9Kcxm490VvuSzbZPAgihcsPj/nt2guEy2wez+WVGWweweWsmsg+bvYubBaG+tZPbB5L5ayb21ki9zf7WX52oqfXv03SWZXXA2TYUMmmOWW4sVNzNYKlW16f3WCujM3ypuBUf1/1dVM1luLLda6LPM+c2dGILytlbh/TUThJTm1hjR4XhYdN/g6drzEIULtvnacAzmyQqOZjg79apve2YYVsyyQKOZltbRwiywOd98VmXsKPJmVck2mJcIY5VHK7mPVjZ8MOvVio7lebbAeLQgfSx7LovsJsjp36Rb75U539wIXgc02e8PlnsPGnviYav6rXUVWEWw3CqJCob5NnIrz9Yawgu/7L4Ukv/PDeFW44mNEGPj1qZDRP4HLG5yHEFVf3hVGcN4sgpQZYalTY/WsvsWEM1oDDHjUqHeJgKri0bfZKa2KiIREXmzomx6VfbOciIPVgserWgvrSKvVnQs69nKereyXq2ic8nzjhPWIz6OBPF3jzciTni0dDodlcAa44CSx+OuvPDm3PJ2Wrnf6hsV+8ttFu+WWxVRkVerfos+18r0OR42rW8wWws2hlvL7s1DE/HeN7c2HO8DrgD2gHsDHw9f9wR2yhQw6DRBkxmWOigzywIlvFoR+phxqdjBlOnANrnRS5xdcEbgLP+fZL1ZReuzmni0gAWvVhKRVwtYSJaR9G5FCMJlX3keqiIUJeCoiqbcqoIxcitZZxkvfBszw+ZcC7PDEUbYZ0E3k0JNxfu6GSuWW/nok1u5ZYzU01DF1qrj0QKaRxBFsNwaD5yai8LXEKr6agAR+X7gQapmvYWIvAL42zJljMqTtQxtzt61OtMSITljW3fmJVvGmgmsMWKVN2vV+qwmHq0ir5Z5v+jBijxb2XNFXq4yr7jsaE1WMN8nK4bvrzQEygwm28atJKoYUm17HaJ7K/dbbfRZDcsp89xted1h/AKriTfLHLfcitAVt9ZVvFtutVeO5dbW4XzgZOLzifDYSgweqF/Wm1V4/5IZFiieKWndq5VFjy7uNjwMXc3YDdHoo3VYkTdrVbbBLjxaQGmvVp4HK+nx8oNwTdYKj9QsJ238XLil/zepjYiXoCvhDuvJrWTdTbzwdb0OUDw7HN1vrqnRb/UcltM3t9ZFvA/FrVUbFq8Lt8oa7dYILoblVj4st7YWLwb+SUTegdnQ9GuAny5z4+AiC7obVGDgxt8x2mjwy8rZxEbfh9ACFsIHo2PJpBjAQgjhKsGVvC6LIhEWe88wXqyijYiT6HIwgc3g1hDGsDlv+61NFe9V0beIj8ow142LW12Ph0VYF/EO1Sa1qy7TsNzqx9YaEiqCDp2MZACo6qtE5E3A/QEFflxVP1vm3oFSuC8e6sqVDc3DB6Myarm2O0DZ5ygTwrUJyQjSiNZkheF+mSQYVVAndDAvfDAvKcZiYox5GOGqkMHsdcte83DBEv+jcEawLW4VYRMEVlW0GYJjzpfj89j6LMutHDQYD8Fyq8pzNBFYVbyjm8KtPNS1tcx5y60sqgqs0XBr+3A/4KsxXqz7lr1pbdZkJdG20DLnq+0T0XcnULXOtgcTc7z8bzRko8+uwyqbbTC7PguqCa28dVqr1mrlCa647ozgMvdopZcRWkH8vXI3Ip5N4w0duww9hfWZscvFAMZwGxNEybLG3GeZe/rh1rgmhiAoaThZbtWrs+la7HX2jjbhVle21jZxq63JbBgft7YFIvJi4NnAR8LXD4vIL5S5d7h9snwfJxtW04Iru27ooDlfzqWdLTNCmy7uup1KWa9cETat0TddnwWUCh0EFsIHgaVrtcz7aL1Ves1WEnlZCcvCdYJQ2M3LXNiIuCQstzaj38r+j7at3yoUKmvOrcJyN4BbTYzsrsTVOoj3qqga7gzUWhNvrlkd9pxXZoShubWd46HAiqzNG4pvBO6pqgGAiLwa+CfghatuHDaF+0AGC6xu/OaaamnjVzXWbJ1tzs40bfDQXaPPm0nrCtFKpUhM5aFtoQUsrNMClq7Vis9LYj1WIkEGGMEFLIguMMKrKiJPXVVYbtVDn0LLXNN+v9Vln2XK68ZQMeeaed7XjVvL1tC0wa2qvIrKLsKmcauKeO+bW2VtLeiXW3X7rKjsIgxta62qs2qa9krhnCPut9Yc5wHXhe/PLXvTKCVpW0IL8mdZoFujpbi89snfRoOHdozgsUACH3XcBTGVt3dWG0LLnEsnxAAKvVqQFlvm83LBFWGZ8MqD5wQmlDEKdwxmuRsR56HrwWTcM3bFaGqwQHcTROa69vqtrsJ0xs6toQyVIY1hKDf5aK5bb27VHQ/NufUU71W4lXt/xyIerK2VW96IxfsW4RdZzC74/DI3Di6y8hp+EepkwWnTaDHXttMJNEXXDd6cW99Gv0po5Xm6lgktoDDrILA0fNC8LxZbQOo68zkdHpgNKyyLZDnJtWbzgsM9smazmCtj5FZuGQMOKEMJLShntJjr2jVcmqLqutdl2ETxHqENoQVYbhVeOxy3hjaCu4oeMue229Yy11qBtYlQ1deKyDuZJ7wonV1wcJEF3Ros5lw7A4u5drhOoEpjN9dvocDSxbVLq4RWdByKhRaQm94dWBo+COXEljmX9m5F18Oi6Erek4fk9a5oLAbjjYgL9sgao8AaDbdynqFLoQXLPfFQbl3CJvVZ0L3AWjduFZZhuZW5fnhujRV9CC3YXm615RmFgcdDEdQdhWwYAvfFeLAAFPiLMjcN8mtpjiE8BqEF1RZTdt0JVG3o8/v6G0xgfEaw+FPUncTerCTaFlrAUq8WsBBCCItiy5xLC67k9UlEwit7Tx5cmaeVT/4+QKWkFxG2nVtZrFu/le1T2u63huqzzPn19I7mjYdFqJoIw3Kruz4Lxi/ey9paUF1oQbG31Jyz3ILux0OL7hFmF7wv8Jrw0A+LyFeq6ngTX+Q16LYMFuiv8c/vK26kyzqEuo07v6z+DZWxGsFZoZUXHlhVaAELGxYDqfBBYKVXC/LFFuQLLnPd3GNVas+r+NowhTx+nLI+Cy0xk9a3oQLj41ZTYxjqCy3YzH6r7NqJTedW2fGw6Nroe7Yt4sFyq7D8kYv3uO4K3MpDVyIe2ufWmGwt6EdgjcHe2gKsZ3bBPLQhtKA9owWapwpts3Hnlz8eQ6Ww/L5mYHIM4aL1WVBNaAErE2IAuV6t6HgylXoyjNB8dhe8TkWiqwpM4ov0XmHJPbLAcCjL0zZ4Zc6vvxEcP0NDYxjqCS1zvjujJb+s7voty61FDMWtMuMhWG6l6mjIrb49El1NasO4uLUOtpY5353A6pZbglbYPmLDsH7ZBStltmm58Zvzq40WaHdwaQtVsuf0NZjAOAaU2IsV/oXqQgtYyDoILE2IAZQWW0Chd8scC69xFn/PSHiVgev4cT3R95Lof1QwII2VW02vbQtdG8OQ74k356sZLWD7rdQ9FQSW5VY+xsitNnllrqkeejpW8b4MVYUWVPeWmvOWW+b8ZtlaW4Q1zi7Y4aAC7Q0sMHwHUDUtaZPBBNa70TcVWuZYOr07sDR8EMhdqwXkii3I927BYkhgah1WjvAqQlROJAhlZdr27meBYb25FdXddb/VhtECw/ZbdVIpd2GowPgF1jJYbi2vuyy2mVtFXKmaZKWuiDfXlJvYhvXi1hhsLYvusP7ZBVsyWCB/lgXaHVggvxG22RE02eehaYOHdTaC52F1eUIrQh2hBSwNH4TlXi1Iiy2g0LsVoUh0VcF8j6wwVDCxR1aUvr0suhpMYB24tfgMQ04QmWua9VttGy9D9lvrbgQn6y9rDC+73nJrjrEYwevErehZhxTxcX0j5dZYbK1l17cKkQVbaovgANdidNOdROROqvquVTeNQmRBOwYL9D+wpOruaHPFsii7i/imG8Hi+3HccFZoJTMOVhVaQGH4IFBKbJnP8zBCWPRuRdfAouiKz4fiaxWi+6NnTBcyr3NVLHuXgwmsD7fKoO8JInNNvX5r6D4LhjFUCusZglt5GeB6EFqw2dxqYzyENTOCsxiIW1VsLXOd5VbqvnXgVk8Qkd8BHgV8XlXvmjn3XOAlwC1U9dqC+08CHwHeqKo/GB57J3Ab4Gx42SNU9fNLnuGXgMcDHwYio0yBkYqsgixdfQgtqDawQD3B1RfKNnZzbT9G8KAIuZUUWhHqCC2gMCEGkOvVWjieEFvmc753CxY9XBGiayMUia8sXHxTvs5/gyJkB64xcmvQwaRDgwWaGy3muvqTRH2iD26tk6ESzHwcb9GT0JYxDMtFPGwft/ocDy23LLeS2BRu9YTfBV4O/F7yoIhcDDwC+PcV9/8s+WLoCar6vpLP8K3AnVX1sOT1MYZL4Z7T8KG60IJidzY0b/zm2nEJrioGirm+/QYP1Rp9MMDMUyS0UuuyVggtILWPVtH5bPggLPdqQbHYMscWBRcUi64qcPFx1MeJUrgHs6V7ZA0trmCEAit6hg4NFig3QQTljRZz7fB9Foyj3xqzoWK5VR/rxq2+x8MxcGsdbS1odzyENefWAOGCqvouEbldzqmXAs8D/qzoXhG5D3Ar4M3ApQ0e41+BCbA+IguqCy1gsIFlfv0wnUDVQcTc002DhxE1+hyIP4t3JV8ltICFfbSSGxYDpcIHYdGrBWmxBaTCCGG54IJF0QVz4VUGeffHmE3R6TTlwWprpg76MYKHEO9tGSxQb4II6k8SmXu2s9/aJm4tGw9h/blVh1fmvvriCtZTvC9Dn9xqYmuZ+8bLraZ9FqyBwBoRROTRwGdU9QMiUnSNA/wK8N3Aw3MueZWI+MDrgZ/TnI0wReR/YOKAzgBXisjbSQgtVf3hVc9a3lpbAhF5roioiFxQ9d4iUrTZmanvryb4dFqqoaTvmS282kDTcst8l1W/ybLfv89GX51bUbjg/FmilOXJULnU+yCdGMK89xPvZ/H56Bon8ONr3GAWe7Yc9VOiytVZaj3Uwnlm8Wt+zF94JeFIUPpl7jfP5wR+Ybhg+ayC3XKr0vW9c2t53XVCam2/lbzfcquo7jrfaxW3Vj7HSLjVFq+aeq/WnVtt2lpNuFX2/7F433i5tQp9cGuNBdYFIvK+xOvpyy4WkWOYTYB/akW5PwD8lap+OufcE1T1bsBXh68nFpTxPuAK4M8xYYf/J/wcvVai8dRAhbjIQlTxaEG92WGoNosH5Wdc0vcPM3NVpcPqw3sFrQwm9bgVzMDxSnu0IJ3eHShcp2XeF3u1YDGEENKeLWDBuwWkhBbMvVzmXHsdqMzywwWLuFuWW3Vn6mCNuJV5hipeB6juiYfV3nioPku8eP+4+61t41Yeqo6Hy+6BcuMhWG5tErfasrWW3QOWWxH65NYa41pVrRLK92XA7YHIi3UR8H4RuV8mrfpXAl8tIj8AnAB2ROSUqj5fVT8DoKo3icgfAvcjs+YrPP/qel9pjjb8ryvjIsugr8YP5YwWaC64+kBb4grGNZiEaMytOkILitdpmfeLSTGiayBfbAGpNVuwXHDBouiK76vQbF1m4XosP+WpizGbFWYWtNxajSpCC7qdIILt67NgM7lVZzyEYhEPlltZNOmzYLu41cTWAsuthbJq9FnL7uvLi6UQ20hDQVWvAm4ZfRaRTwKXZrMLquoTEtc8Obzm+SLiAeep6rUiMsFkLnxbXl0i8seq+u0ichXJ/YHmddx91fM2Elll4iLzUJBcsLDxF6EPoRWXV3LhZl+o6mrvqtF3hbrcihF6syAttOLySwitIpTxakF6vRak12xBOhth8hpIi60sisRXGUjif1mYlW3E3GpjMGnMrRJY1f/Uva9Kv9V0lrgLbLrAqsOtquNhXW6tfI415lbbfdbK+raMW01sLbDcauU5RrR2tE+IyGuBr8WEFX4aeJGq/nbBtZcCz1TVpy4pchd4SyiwXIzA+q2Ca58d/n1UnWcHkJy1XukLRN4G3Drn1E9g4iIfoao3FKnJRDlPB6JYy7sCH6r70C3gAsymYttY/5B131ZVbxF9sNzaqLqHrD/FK9hIbm3r/3bo+jvh1oh4Bdv7vx26fsstW39XWOBWG7jXJXfSv/mD32i1zHPv84grKoYLrhVWiqzCG0XuBrwdk3UDTFzkfwDZuMi8e9835I+6zfUP/d3LwHJr/eoeQ/1lsK7cGvq33fb6y6Aut4b+brZ+y62uYOsfP7eq4F6X3Fnf8Ye/2WqZ59/rIaMVWSJyE/Mwwch9rOF7VdWTq8qoHXNQNi7SwqIqLLcsuoLllkVXsNyy6AqWWxYW/UNVz2laRisp3C0sLCwsLCwsLCwsLDYNIvIgEXlK+P4CEbl9mftaWz2rqrercPllbdVbE9tc/9DfvTIst9ai7jHUXxlrxK2hf9ttr78yKnBr6O9m618zWG7Z+oeAiqSSe20LRORFwKXAnYFXATvAHwAPXHlv3TVZFhYWFhYWFhYWFhabj3t+xZfrX7+2KBFfPdz8Hl8z2jVZEUTkSuBewPtV9V7hsQ+WSeFuwwUtLCwsLCwsLCwsLCwWcaTGI6UAInK87I2DiywRea6IqIhc0HO9vywi/ywiHxSRPxWR83qo85Ei8lER+YSIPL/r+jJ1Xywi7xCRj4jIh0Xk2avvWm8Mwa0heBXWa7nVE7apzwrrtdzqCZZb/WDbeAXbxS3bZ3UFIXC8Vl9rgj8Wkd8EzhORp2H21nplmRsHFVkicjHwCODfB6j+cuCuobvvY8ALuqxMRFzgN4BvAC4BvlNELumyzgxmwHNV9RLgAcCzeq6/VwzIrV55BZZbfWKb+iyw3OoTllu9cmtreAXbxS3bZ1m0DVV9CfA64PWYdVk/paq/XubeoT2iigDNAAAgAElEQVRZLwWexzwPfW9Q1beqarSF9nsw+050ifsBn1DVf1XVI+CPgEd3XGcMVb1GVd8fvr8JuBq4sK/6B8Ag3BqAV2C51Se2qc8Cy60+YbnVE7e2jFewXdyyfZZFqxCRb1DVy1X1x1T1R1X1chF5Zpl7BxNZIvJo4DOq+oGhniGB7wXe1HEdFwKfSnz+NAM1PBG5HWYR33uHqL9rjIhbffAKLLd6wYh4BZZbGwXLLWAgbm0yr2AruTUKXsHmc2uL8N9E5KHRBxF5HiWFe6cBkSLyNuDWOad+Anghxn09SP2q+mfhNT+Bce++pstnGQtE5ATG5fkcVb1x6OepiyG5ZXmVj03glu2zxgnLrW7r31ZubQKvwHJrjNgUbqUgQuBMhn6KIfAtwF+KyI8BjwS+nDGILFV9eN5xEbkbcHvgAyICxn38fhG5n6p+tuv6E8/xZOBRwMO0+1z2nwEuTny+KDzWG0Rkgmn0r1HVN/RZd9sYklsj4xVYbrUG22ctwHKrJVhuLWBQbm0Kr8ByKwPbZ1m0ClW9VkS+BZPw4grg28ryeJDUHqp6FXDL6LOIfBK4VFWv7esZROSRmBjlB6vqmR6q/EfgjmJ2if4M8B3Ad/VQLwBietjfBq5W1V/tq96+MTS3BuAVWG51jqF5FdZpubWBsNzqn1vbwCvYWm7ZPsuiFYjITZh1jBL+3QG+FPg2EVFVPbmqjLXJn9gBXg7sApeHMzzvUdVSC9nqQFVnIvKDwFsAF/gdVf1wV/Xl4IHAE4GrxGysBvBCVf2rHp9hG9Arr8Bya4tguWVgudU+to1bllf9wdpaG8ItBQLHHfoxeoOqntO0DOknKsDCwsLCwsLCwsLCYh1xj7teom95XbtL6m5zl3tfoaqXtlpoSxCRL1fVfxaRe+edj7JILsM2e7IsLCwsLCwsLCwsLCyyeC7wNOBXcs4p8NCc4ylYkWVhYWFhYWFhYWFhsQSC72yPbFDVp4V/H1K3jO35tSwsLCwsLCwsLCwsLFZARB677HyZzJFWZFlYWFhYWFhYWFhYWMzxzUvOKWBFloWFhYWFhYWFhYVFfagIgWxVdsGnNC3DaeNBLCwsLCwsLCwsLCwsLAysyLKwsLCwsLCwsLCwsGgRNlzQwsLCwsLCwsLCwmIpfLGyoQqsJ8vCwsLCwsLCwsLCYlQQkd8Rkc+LyIcSx24mIpeLyMfDv+cX3Puk8JqPi8iTEsfvIyJXicgnROTXRURWPMNjc14PE5Fbrnp+K7IsLCwsLCwsLCwsLMaG3wUemTn2fODtqnpH4O3h5xRE5GbAi4D7A/cDXpQQY/8/ZpPhO4avbPlZfB/wSuAJ4eu3gB8H/l5EnrjsRiuyLCwsLCwsLCwsLCxGBVV9F3Bd5vCjgVeH718NfGvOrV8PXK6q16nqF4HLgUeKyG2Ak6r6HlVV4PcK7k/CA+6iqo9T1ccBl2BSuN8fI7aW3mhhYWFhYWFhYWFhYZELZTQp3G+lqteE7z8L3CrnmguBTyU+fzo8dmH4Pnt8GS5W1c8lPn8+PHadiEyX3WhFloWFhYWFhYWFhYVF37hARN6X+HyZql5W9mZVVRHRDp4riXeKyF8CfxJ+/rbw2HHg+mU3WpFlYWFhYWFhYWFhYdE3rlXVSyve8zkRuY2qXhOG/30+55rPAF+b+HwR8M7w+EWZ459ZUd+zgMcCDwo/vxp4fRhu+JBlN9o1WRYWFhYWFhYWFhYWSyD4eK2+auLPgShb4JOAP8u55i3AI0Tk/DDhxSOAt4RhhjeKyAPCrILfU3B/jFBM/R3w15hEG+8Kj62EFVkWFhYWFhYWFhYWFqOCiLwWeDdwZxH5tIh8H/Bi4OtE5OPAw8PPiMilIvJKAFW9DvhZ4B/D18+ExwB+AJMt8BPAvwBvWvEM3w78AyZM8NuB94rIt5V6/pJizMLCwsLCwsLCwsJiC3G3u91d3/DGv2i1zDvd4XZX1AgX7BUi8gHg61T18+HnWwBvU9V7rLrXrsmysLCwsLCwsLCwsCiEAj6jyC7YN5xIYIX4T0pGAlqRZWFhYWFhYWFhYWFhsYg3i8hbgNeGnx8P/FWZG63IsrCwsLCwsLCwsLCwyEBVf0xEHgc8MDx0mar+aZl7rciysLCwsLCwsLCwsFgCIdDtzJenqq8HXl/1PiuyLCwsLCwsLCwsLCwsQojITZilaAunMJndT64qw4osCwsLCwsLCwsLCwuLEKp6TtMytsrvJyKnEq9ARM4mPj+h52fZExEVkYtWX1257GeKyCzzfb+y7Xos5tgWboXl30lE3iwiN4nIF0TkZ7uox8JgW7glIr+b+a6HIvKFtuuxmGOLuOWIyC+JyH+IyPUi8nYRuXPb9VjMsUXc2heRl4vINSJynYj8mohsZQo+i0VslSdLVU9E70Xkk8BTVfVtdcoSEU9VZ209Wwd4p6o+fOiH2BZsC7dEZB94G/DfgceEh+8w3BNtPraFW6r6ZODJ0WcR+SPguqLrLZpjW7gFfDfwHcBXAp/B9F+vAr5qyIfaZGwRt34KuEv42sVsbPs84BeHfKgusMUp3GtjqzxZqyAiDxSR94YzXf8hIi8VES88F82EfL+I/AvwofD4N4nIx8N7fk1E3iMi350o8xki8tFwhuN/i8iF4al3hX8/Gs7sfGuvX9aiV2wQt54GfFRVX66qZ8PXVS2Wb1ERG8St5Hc6F3g08Oouyrcohw3i1u2Bv1HVfwuN9dcAX9Fi+RYVsUHc+mbg11T1elX9HPBy4HtbLN9ijWFFVhpT4AeBmwNfjWk8T81c8yjgPsC9ROQ2wP8CfgS4BfAf4TkAROTxwHPCcm4F/BPwB+Hprwn/3llVT6jqG7MPIyIPCzuToteyXbIfICL/GXY4LxAR+78eFpvCrQcAnxKRy0XkWjFhN3ep+mNYtIpN4VYSjwc+qarvLfMDWHSGTeHWa4BLROTLRGQH+B6Mx8FiOGwKt8AkQki+v4OI7JX4DSzWBCJyWxF5ePh+X0RKrdfaqnDBVVDVf0h8/BcReSXwYOAVieM/r6rXA4jIE4F/VNW/DD+/BPjRxLXPBH5OVT8Wnv//gDMicivghhLP83bgvBpf5W3AXYF/B+4O/DFwALy0RlkWLWCDuHURcH/gG4G/xYRFvFFELlFVv0Z5Fg2xQdxK4klYL9bg2CBufRr4B+ATgA98EnhIjXIsWsIGcevNwH8Vkb/HhAs+Kzy+j7G7NgaK4G9hCncReRrwdOBmwJdh7KBXAA9bde/2/VpLICKXiMibRORzInIjJtb2gsxln0q8/5LkZ1UNMPHeEW4LvCKaCQG+AMww/6DOoKqfUNVPqmqgqlcCvwB8W5d1WizHpnALOAv8taq+XVWPMHHn/wW7LmswbBC3ABCRO2KE/B+sutaiW2wQt34OEx74JcAe8BLg7SKy23G9FgXYIG69CPgocBUmLPENwGlV/WLH9Vr0h2dhNiK+EUBVPw7cssyNVmSl8VvA+4EvC/Pf/wxpNzCkc+ZfQ6IBhyF5FybOfwp4sqqel3jtq+oV5OfeT0FEHi7pDD3Z131Lfi/N+R4W/WJTuPXBTPkr67LoHJvCrQjfgxHyn15Vl0Xn2BRu3RP4Q1W9RlVnqvoK4GLgjqvqtOgMG8EtVT2tqs9Q1S9R1TtgDPF/LPH9LdYHh+GkMmASsVDS9rEiK41zgBtU9ZSIfAVmkf8y/DlwfxH5xvBH/6/A+YnzrwB+UsJUsSJyvog8DkBVDzEu7C8tKlxV3xbGDxe9chuymMWhtwjf3xV4AfBnZX4Ai86wEdwCfg/4WhF5sJg0tT+OCb35xKofwKIzbAq3EBEBngj87spvbdEHNoVb/wh8h4jcQkRcEXkqZk3Q/139E1h0hI3glohcLCK3FrNNwIOA5wM/XeoXWDco+Oq2+loT/I2IvBDYF5GvA/4E+IsyN1qRlcaPAE8VkVPAb2AWWRZCVa8BvhP4deBazCzLVcBheP61mEwzbwjd4VcCX5co4qeAPwnd29/S4vf4euDDInIaeCMm7OYlLZZvUR0bwS01mQS/F2MEfxF4OPAYux5rUGwEt0J8LcZw+tOWy7Woh03h1s8BHw+f5TrM+p3HqOrpFuuwqIZN4dadMev9TmG8c89R1b9psXyL4fF8TPjpVcAzgL8CfrLMjaJqo33aQji78lngm1X13UM/j8XmwHLLoitYbll0Bcsti65gudU/LrnrPfX33/DXrZZ56Z1vfoWqlsk4OxhE5LHA/w49opVgPVkNISLfICLniknX+SLgDHDFwI9lsQGw3LLoCpZbFl3BcsuiK1huDQtF8AO31dea4JuBj4nI74vIo0KBXwpWZDXH12Diuj+PSef4mOQCOQuLBrDcsugKllsWXcFyy6IrWG5Z9A5VfQomg/KfYEJWoy0HVsKGC1pYWFhYWFhYWFhYFOIud72Xvvp172y1zPvf5bzRhwtGEJEJ8EjgKcDXqGp2y4EFWE+WhYWFhYWFhYWFhYVFBmGY6u9ikuc8DnglcOsy95aOK7SwsLCwsLCwsLCw2E74upVbrn4PJvvlM6omvxhEZN1sf1cvPnk8fVAW/3GSc2x+suj4cgIsLbNCOaNEydDPlSGiy84XnMotM3Psg5//4rWqeosVj9cIF5x7jv6XWyeqiP+PknNs/j79pPPzmuJBfhlF9y7evwhNXC8ooooTzJBghvgzCHx05se/5WDhvV1zaxnlVnCrD15BTr9V8L8t7GOWUcH2WyUua5dbheX1zK2y46E5bLlVCW1wq63xMFPWpnPL8qo/W0tEzP9JBBHhys98oZcxcVugqt9Z995BRNbFJ4/zpu/6+viz4y1mGHF28h/NcYuzkRTdAyBL7kuVMZmUui7/3nZ/zmA6a3DvdOU16hdvbRQcFdcdFNyXd08wm1974a/90b+tfKiG+C+3vgV//5s/D4C6Xvh3/r9Xd7LwXp35+cCZJN674V9v6XkA30n/7wNJnJPic/E1eLjMcNTn5JnPsXvqC7inboCbrie4/osEBwdGbLWArnkF/XKrD15But/K67NgmH7L9lmJMgq4VYVX0C+3yoyHUJ1by3gFlltZWG7lHLfcKnFv/9zKwnFdnB0PcV28Y/ucfM6v9jImbjpE5O9U9UEichNp2SuAqurJVWUMHi44FoFVtcG33cjL1FGlI4i+z7IOQFy3sPFHv2de43dcN7fxOzvewvWO56aEVl+IBFb6WDmBFaSOVRNYVcSVn2l+Ph4IzLx9JjvHcLzThrueh3iT1kRWHnfLcqsMr2A1t4oGlXXg1lgMlTpGStf9Vtfcin6TqtyK/gdZbhVeX/A/7hp9cKsrA7hvbnUxHkI9bpXts2Cz+y1ra+WjbW4lz0f3u3t7OBMP6bDvUgRf++8bReQ8zDqou2LEzvcm90YTkfOB3wG+DDgIz39IRC4Gfg+4VXjfZar6srL1quqDwr/n1H32QRNftCGwnB2v8B5x3VKGStlG70y8+DUE6tS/6vut+o3a6IAdz+3VaEkKrMiL1ZbAChw3vsZ3vFhgBeLGIsoXLyWwkufAiKmkwPJxEy+PwHHNszkeeBMk/P912XlW5VaZdrOMW8vabVVujQFtGypL22TNPmtd+q2y3Cq8f8lvm/f/WCV2+8IYjOB14lad+rviluO6lbjVd79VhVtF36Xo+gibamuNgVtFx50dD3d/NxZYzt4ezt5eqeddM7wMeLOqfjlwD+DqzPkXAleq6t0x66ciITUDnquqlwAPAJ4lIpdUrVxEfr/MsTwMNrq0JbCK0NYs8FCNfBWSz1Vm1sWZTBp5tdqYwesFybVSLQisJt6rrLBKwmeRn4E6IDB1d5l5e7g7u7jexBjdnovOyoXqNUUVbrXhMV0bbjFsv1VlBngT+q1V3Fo2O1zVE5/8nwRHMzMJUDLEvEu0xa02vaKWW9U88WPss6BYYJW9NsKm21owf7aytpa5tj1uFQl4cV2cyQR3fxfxJsje7saJLBE5F7M/2pMBwn3RsnujXQK8ODz/zyJyOxG5lapeA1wTHr9JRK4GLgQ+UvExviLzTB5wnzI3DsPqnIWOYzNU2mjwVTwPTULByg4uXTX+MRrDXQmstsVVoM7C56mzy8zbZ8edoDu7yO4eHBwgXr0Y9ja41YbRsvZCq8N+qw1DpS0jpWy/1TR8dYzciu5xXBd3f3fpc7UGkcbivWsj2HIrc18NET+WPgv6EVh9i6s+uFVVyNeZfFzFlaS4isIDnb098Iwni93uRJbqINkFbw98AXiViNwDuAJ4tqqeTlzzAeCxwN+KyP2A2wIXAZ+LLhCR2wH3At5btmIReQHGS7YvIjdGhzEi77IyZYx36oD1MVTaCOMqKqNqh1BmcGkysKyDMTyUwFq25ioprrLCKnvex2Pq7RJM9nCTIYOzWS1vVhvcqiLk+xDxY0AfAqtLA7hpv9Vnn2Wu64db3v5uvIB8KPQhsCy3ktct51YbIn7oicfkcywcG0BgbQO32hTx0bGkwHL29hDPRfb3zWSs68LesUrfYwS4QETel/h8maomBYwH3Bv4IVV9r4i8DHg+8N8S17wYeJmIXAlcBfwTEP+wInICeD3wHFW9kZJQ1V8EflFEflFVX1D1i0UPPzjaaPR9N/gu18csq6dsR1C2A+haaPWPxVmWMgKraP1VhOTaq/hYCe/VMnGV9Wr54fkpk9CbtYfnmqQX4rrLspzXQpJbVQXX0CJ+aINlDAJrW/ssc0373IrXOOzt4e4PF3YzBoFluZWptyURP8Z+y9pa+fUMbWtB+n8Q/e7Z8ECZTIzA2t2DnT10Z+3CBa9V1UuXnP808GlVjTxQr8OIrBihcHoKgJi9A/4v8K/h5wlGYL1GVd9Q5wFV9QVhco07AnuJ4+9ade/gImvoRl+lwffV2Ms+Q5lOoIxBvInGcCysOhZYTcWVX+DVmooJGQx29nDOngJvksgy2P7arDq8gmFF/NAGSxZtGcG2z+qfW9H5pMCS/f49WW0ILDseFqNvbuWWP1C/VSXBi+VW+9yqK+Kj88nwwNT6q9092DuG7uyik73UljXtQ5gF/ebLU9XPisinROTOqvpR4GFk1lSF2QfPhOu1ngq8S1VvDAXXbwNXq+qv1n0GEXkq8GxMCOKVmCQa7wYeuureYbMLdiiwVmV6KZs1xhDaHUWjz6Lsc636rst+q2XZ4XKPjyB7V1ZgJdGnwArUSQmsKIMgGHGVFFi+uomXw1QnJpPhJJyZct1ElsH6+4uUQRXObxu3iuqsagR3LbDG3me1xa3CeqpyK0dgld1bsWuMSWCtw3g4Jm7V3b6hbQwp3rfJ1oLV7agst6JxIm/9VZHACnb2cu2eDcAPAa8RkQ8C9wR+QUSeKSLPDM/fBfiQiHwU+AaMIAJ4IPBE4KEicmX4+sYa9T8buC/wb6r6EMzaruvL3DiYJ6trgbW07pINvgnqGMJ1PRTRs66abSkz01I0y9KG16EXhAt9U+uxYkFVXmDlrb/KCw8s470q8lxl95vwg/CzA74ETN1dAmeCuh6ydww5PAizDPqV+dUHt+rMDq9bWGqVfisPTQyVlWW3sja0H16Zuppza9Xs8CpuJReRe+ecmBsv3sSsb+gRbYj3wrItt3LRJbfiY6MJpU+jDW6NwdYyZfQ7HpoyluxfVdPWgvRvveC9Sq6/SoQHBju7myquAFDVK4FsSOErEuffDdwp576/I28NSXUcqOqBiCAiu2EGwzuXuXHwcMFVaLPRd9Xg2/Is5JVTpTNoa2DZBGM4QpHASqJNgdVIXCU+HxGlct/Fy4YMUn2Rbh/c6kvEDwXJyy5YYWKoKyO4rpHSRr9VVMY6cCs67x3bT88ORwKrY49x3vOkjo3ACB4bt6oax2Ppt4YcD4fg1qbbWqaMctyqI+Kjc9nwwOz6q2D/RK/eKwX8nsMFR4JPhyGJbwQuF5EvAv9W5sZBRFZZY6XPRl+1wXcdslVUT5mOoI3Gv87GcHYdVpksgmUEVl54YJ73qoy4WhBW2bSogctRuF+WuhPUMzPuMpmgs3Z+6yS3yg4wY+DWWAR8GwKrT0Olrz4rW9dYuZUUWM45J8z/KEp/7E16E1lVxHvu/XY8LHHfdvZb1taqX09b3Koi4pO/a2F69kx4YDCZJ7qQYPhxcROhqo8J3/60iLwDOBd4c5l7R+HJ6rLRt9ng+zRSVj1DG2JrWeNf10ElDhfMCKwk2hZYq7xXZcVV2sPlcxDsMnV38b093MnePMug50HDfWSyqGoUbyW3SqAvgbVO/VYX3KpjDGfhHdvHPXE8nf44elZvAjle7yExNm4NzavsM5TlVl9CK7eMocOd10S8byO3ktcthAdGE0ChwAr2jhPsHMP35gLLCaao41qh1QFE5GaJj1eFf0slfB7c77cOAsuQffhGn0T0TGWea9X3LPqd2khYUKVT7xLZdVh1BJaPVyiwipJaRMLJD9yUwPJVYoEVJbxInzPHTCr3XZMxaGcvNgK7XBxche/byq2y/VbbhkrZBdhV+oc+0Ra3li2mXx0iN2Fy8kRaYO3uzb1XocBSb5g5yHXh1thQZTxcxa3ic+X7rSGS8tSB5dZq9MMtbzE8MNk/HTsH3TuOf/w8/L1zmO4cz0TnLGZStmgN78dsiPwx4OPh+0+KyPtF5D7LblyPXoB2BVbZxt4UVQzhJruQl/Fu1Z0dXkevw6pEF0vXZy0RWBHyBFZ8boX3qshzlQ0X9FU48j2OwuQXwc4xHO90KmSw6x3uy87k9cWtsaBplsMmhsoq9Nlvdd1nJZ+lLW5Fe8w4e3s4J06kxRXE3iv1PHD6Hx6HFFirsInc6toTP4bxMFnvwrEWuNXGZPY2cyv6nPRexeGB3mRh/dVs9xyTedjxcIIZgePi9OS9UgU/aCOPxNrhcuB1qvoWABF5BPA44FXA/wTuX3TjoCJriEbfVYPvYhfyuskNVhnEQxjDfXkdIv/tskyCWWTTtBcJrGXrr/LWXlUVV4v7T3hMdcLU22XPcY3RlwoZLLc2qy1uNR1YujJY+kRTz3tXRnBdI6VJv1V0bxVutWW0FHEri0KBlRRXAI6Huj2n2e5IvA8lrtaBW31MEK1Tv2VtrbJltMOt5LW54YHeBD12Ap3s4e+fg+/tMfN24/uyQitwJjhB+/toWvAAVX1a9EFV3yoiL1HVZ4jI7rIbh0vhPsJGX7XBd72fQ7b8sh3BKoN4WePvalAZC4rCBNsQWHneqzriKpm95yiYcOgeY9/bw93ZxY1n3Q8qfOtFVN1o0dwzvIgfM7eSaEtgtW2o9LEHzZi4lUQqRXu4viFPXAGo63W8qWd9VOHWJo2H2TqG5tayNNwL1w7Yb41RvI+NW01sLXN9PW5F9UbJLeLsga67sP5qunOcmZfeIN0JprHQsugU14jIjwN/FH5+PPA5EXGBYNmNw4isHG9jlwKrzQY/5EZ5ZVO0m2vrN/51N4bLhglWFVh5CS7y1l7F1yTWXGWPQVpcZdOiGpe8E4cMzrx9dtxwxr31LIPVDJdV3NpYEd+w3yrCJvdbXXCrujHszVO0nzhn7sFKrrvKEVd97jvTZNJxSCN4DOMhlOdWH0Jr7OHORbDcyq+7LW4ly4o+LwsPjPa/8vfO4WjnBLNUkovFZ+orbHC2neGC3wW8CJPCXYG/D4+5wLcvu3Ft1mRFGEpgDdngs6jSAdQdWNZ39s50AEMKrDzvVRlxlY119gPhKJiHDAYT0/HK0UHlkMGyqCrkh+LWGDDUxNA69lnQHrdWifiFY1mBtWOMleS6qyg0UF3XbJnQ58aeHYj3ukbwpnOrGxFfTmgNMh424FbbAmvbuZUsK7o+LzwwElj+/glmu0ZgBY4b2yxuTnig9WZ1C1W9FvghETmuqqczpz+x7N7BswtCd41+VYNvI1vM0GgjY09RGVWyd1WdvR8j2hRYyYyB0bFZ4MQCyw+cWGD5gcQCaxZI5uVwdrbH1DEJMNT10vv3dJQBra1sUF1xa10yd0H/Amsd+qw2wiBXT6C58R5YSYGlnhcLLOO58kJxNRdY6riDZelqKt67NIK3gVt1s8MtlDPCfmvM4n0buBWdjyZ+UtkD946hx04Q7J9gduJ8jvbP42jnBFPPbOUS2yfxxHEOv4KpTeHeAUTkq0TkI8DV4ed7iMj/LHPv4JbKUAJrFWo39jaM3oreiSozLVVn8NZx9q6uF2sVqgis5GcgJa7i8oLkeck9fjRzOXI9pmJSuU9c14QMehNk4qPTaTXOWW61AttvZVDDo1qGW3U9D5HAkv195NjxeP3VMu+VeW8EVt7+emPDqlT1WTThViPjd8TcasujtW5e+FXoU7xvKrfMNdOFY7nhgd5kYf3V0c4Js09maJ+4mv+skTcrChUUvzseqsq2Zhd8KfD1wJ8DqOoHRORrytw4uMhqgi4MlVoNvm1vQra8ilnk2h5Yyiwqj8sY2BhWicIF2w0TrCuw8kIDy4ir+PjMYcdzmeqEmbeXSuVeC0luVRhgxsCtsWCMAqtyvzWSPgva5VZyIXlSYOnObq64Mn8nC+Iqb5a4D/TNrU6E+8i4VVfEr7o3i7FPDjXlVhEst5ZdM0m8D9dhReGBS9ZfHe6cMNEr4uLovI7os+94qbDBKFTQerG6g6p+SiQlMEv92MOmcG/Q6Ac3VPrcqDKqq4LY6sMYXrfZu6EEVi1xBQQBzBDOHHkc7U2YursmhCmRyh0w3qw6qCG4huRWkcGyTmi73xrcSClTT0/ciq4Rz52naE8IrDxxFf2NBFa0/wwwijUOQwqs0Y+HUIpbTUR8l174PjE28b5N3Iqvi7IHRuuvQu96cv+ro50THE6OMXV28fFwmc2FlXi4OlsQXlHK9uhvl56sLcanROSrABWRCfBswtDBVRguhXsHsyq9GCp9Nvhlda/oAFY1/k02hstsOhxf27PAKiuuku/9QDjyd5hOdpllU7m3lcWqgpDvgllmoGYAACAASURBVFt5GGPmrj4nhlozVIbss5L1l+RWfaE1madoP35OvP4qK7Cy4gqIM3cl99NbtrdeF2jSR1pudcetTfLC14HlVn1uxd+1ID17cv+ro50TnNk5yVR28XFx8QuFFphJ48nsECAVKigdjo/K1mYXfCbwMuBC4DPAW4FnlblxvaaBQ+Q1+s4F1tANPouSHcCygWWTjeE667DqCKxV4sq8TwusPHEVZHZamPnpjuysP+FokpPKvak3K4uWjJaq3FpXg2XUAmuN+ywoL+IX0iBHAmtnrzA0EFjwXmXXYfW5qefaifct4VbyvrYnHvvCWLi1DbZW3r2x9yonPDC5/urAO86BHItvLRJaEdzQ054MFTQia/3G0bEjzC74hDr3DsNmWVTCTRt9YVVNG32LDV4S36dVo7hHoTV+Y7h4lmVVmCC0K7CWea/yPFdZYZX8fDibp3JXdxKncufQbErcOrc6FvF5GL3BktNvNSpuTYzgiFt9C/lV3Epeh+fFGQT12IlE5sD80EBgQWAlPd5ReuRe0GA8LCyyKyO4ZQN4rNzaGKHVga1luVXC/gmvTYUHJtKzZ9dfHbrHONB9fDXCCsCRIBZaSfjipcQWhFkFIy/WCMKcNwUi8lNLTquq/uyqMkYxZTDKRt+gwUuJwXDZNZU7hRKNf5uM4SIvVuqagjDBJMrtg1VOYJUVV8n3fuzdEg5nJpV74Lr43h6u6xl+54QMFnGr1mDTEbfW0mDJoKuJocL6OjRUeu+zoDG3ovPJNMhFAmuZ9yrZT7hrZqBUieoYyggejFs9Cq1tgeUWy7mVFVfeZCE8MLv+6sA5zoHONxqOhFWgDo4E4THjzcoiyipovVidIbsnFsBx4PuAmwPrIbKaYAwCq0xDr1tepU5gxcDS9aAyxkQYTcIEYdU+WPUEVjI0MBJV+eIKZr55nT1yONr3OJgcZz+Zyj0MGSwjOLI8XSdurQO6nBjqwlBps9/qm1upheS7JkQwMmKqeq+SkzDZrF1DYHTivYYB3BW3KvMKeum31mVyqAm3xmBrwci4VVBmKjwwTM+et/7qQI4x1Uk8oQvgSnrtQNabFa3JirIKZr1YUiMtfRVklzZsMlT1V6L3InIOJuHFU4A/An6l6L4kGm9GLCIXi8g7ROQjIvJhEXl2pfvXuNHLZNK6wCqqo3Q9nre8A6ixdi3vnrIDfJNNimtxK07hnuOZqhEmCMVJLqC+wJr5knqZa+cCKxJXEQ6OHM5MJ0x1YozDnWNmUX+JNLlFqMzfFW2jS261vQF2F/1W6XvbFlgr2nyqrKr9SU10wa3kK1p/JceOG4G1dzwWWHFK9kxq9qzAmnq7+I5HIG78guWbfZb67g251QSdcKts3T1wq1YdDfqtKijbbzVB29xqKt77trVGx63M/c7e3nxz4Wj91d5xgr3j+PvnMN05zsHeuZzaPZ8znOC0f4yjYBJO2iYmdzMTv+bY/PdyQ3GV9WLJbAY2jXurEJGbicjPAR/EOKburao/rqqfL3N/G1NhM+C5qvr+UOldISKXq+pHWigb6KnRV2zwQ6BSjPGS2eG2Qgd7SOveiFtZL1bqXE6YYNE6LPN+MYtgE4GV/Jv1XMV1Jt4fAoczh6NwXdZeIpU73gSB2jOklXkFg3CrZdTmVp8TQ20ZKmvTZ8HqMK9on5ndPTh2TpzgoihzYJH3KhB3YaPP7OLymrDc6gFtjYdQ3G914YVv6M1qlVtlUVWIbhO3omuz4YE4Lrqzh79/gmCyl1p/dVpPGHEVzH8n1zGc8NXBzazH8nHZIcwkqH6hFwuACks/LJZDRH4ZeCxwGXA3VT1VtYzGIktVrwGuCd/fJCJXY9Ictjag5N7bZqMfeYPPQiaT3oXWEINKXW6V8WJBwWxRwTqs1LHkmqwlAmuVuDLXRefCz4mfaeZr4htE67J241TunushYcggs2njUJQ+RHyT64vCb+qgSb9VBm1NDC1FiX5rTH0WNORWMjwwk6UrKa6AhY2FiwRWXmpkaLY+q01udeVpaMMIXjtu9SC0up54HIJbrYr3NbS1IJ9bueIqnPRctv7qdHCMs7Ndk+RCDH9cMWN9dCwSWkBqbZars9VerA5Flupigq4Nx3Mxc9w/CfxEYjNiwSS+OLmqgFbXZInI7YB7Ae+tc/9YG/1YGnwSbQwsbRjDVWLRm6Aqt/K8WHlhgvH1eYkvVmQSbCKwsuIK5gIrKa6if91sphxNhTOzHaY7u8Zo3NlDpgeG977fitCCbrk1JoMlrrsCt9ZpYmhj+q3kYvJEgotkeCDke6/M+7nAmrq7sbiKsGqzz0bftyG3SteTw5VtEO9JlJp8rOmJr5ocahWajofQH7dyy9sCgZVE0TMtCKxwb76i9VenfSOwIiSFlh+4uI6fPhZ6s1x848Fa5sXqWGBtI1S18ZKq1kSWiJwAXg88R1VvzDn/dODpABede2JtGn3TBl/mezb1PvRpDA+BKty68EtuvXB/mWQXsDxMMPl+tmIPrKoCa5m4Sl5/+kA4Ou4y1Qkzb88Yl1HI4Gwad7BJzlluLUfVfqsMhp4YasNIGU2/FV4bhwcmsnQl118BueGB0eept5vyXqXWN+TsQQP5WUkrfccl3CrDq6aTjoXPtcHcasurVbq+gSaHxsqtQozE1oJm/dZCXYnkFlF4YN7+V2c4wanpcc76E2aBg+eEninR0N7wzftQaME8bNBJJMJY6sUCYwMMnHXXIo3GKg1ARCaYBv8aVX1D3jWqepmqXqqql978+N7C+S4afdPBpE6jlzDbW/Tq6p7U/WWetUYyjDwDsEmigjqozK3zzy/txVqVTbBMogtzbHGT4WUCK5nUIiuwZrP52J9KhDFTfB9uOnA5G+yZGXkv3GzVmYcpLPx+I+VW2WtHxa2S/Vbp+kcksIbqt8pckxJYYYKLYGcvldiiKLnFzNuLBdbU2WUquxyxm+u5hvyw4jpYxa0sr9Zh0rGN8XBM3Cq8t+b+dX2hC251GoLakcCqy5E8TpYtI74uElfJ7IGJ/a+mO8c5u3ceZyYnuYlzuWF6gpumuxzOzG8R2xE5k7jmvXmWaE2WywxXZ6u9WH4/4YJtvspCRFwR+ScR+cuccy8VkSvD18dE5PrEuV8SkQ+Fr8e39FOURmNPlpggxd8GrlbVXy15T9Nq0+VV7fxaHkxaHyBreiJWzg73PHvXuJ4a3MpimRcr+T4vm6A5vnwdVl6SizyBtcp7lee5ms2Sa7Lg9Flld8fhyPfCkEF3HjIYTOad65JOdizcGtqb1VW/NfTEUBWMod8q8jzE6x0K1l8Vea/M+/T6q6mzG3uvfNx4jUMUihPtQdNWmGBVbuXxqsmk4xgEVlfc6qvPquKF79Ob1RW3cu9ti1ur6hmYW5XKjr5/TnhgsLOXSnBxxj3J6eAYp6bHODOd4AeC6yh+4OA6QcqjlRc2GCEKFZz4h6u9WLTjqRspng1cDSysg1LVH4nei8gPYcJoEZFvAu4N3BPYBd4pIm/Ki1rpCm14sh4IPBF4aEJJfmPTQjsbUFocTOrOslVB5Vmaml6HLmbvWvA41ObWsoyCkA4TjM/XCBNMvm8qsCLP1WymscDyfY1fs5ly+qxyZrbDEbvMvH1jcE725t6sChgjt3r0ZjXut7rwYhViC/qt1Mt1UwIr2D8Rh+Es917lC6wjds32B2G7X9iyIdE35E3MVEQnY2JnWCNu1eVVITr0wneE1rk11MRQlWihJl7NxoiiRKK1V1H2wHDiJ5ng4mDvfM7unssZ9yQ3+udww9Fxbjrc4XDmMAskthWSkTBF3qwoVHAsXqwhISIXAd8EvLLE5d8JvDZ8fwnwLlWdqeppTBr2R3bzlPloI7vg3wGNXFOt7yVRs8Or0uD7RpWZvLozeFUSYfSxkWw9biU6rCUZBZPvV3mxIB0mmBRV2TVZUF9gmc9zcRWXN9P4r+e5nDnymO6bdSY73h6Oewb1vNLerCxa5VbRfSPbeLiNfiuLsU8MDdVvVfI+RM+YWX8VhwcmMofmZQ+MPkcCayq7sfcq2fZd/FTWrrjMhDerbsig5Vb3qOrZWtpvdeSF78Kb1ZRbY5kYqircW0fV75JcgxWGB+J48cRPlODicHKM085JTvvHuP7wGGeOvNhGcJ1wbA89WkChN8sVP5XwoooXq874XBZKesuZHvFrwPOAc5ZdJCK3BW4P/HV46APAi0TkV4BjwENoKYNwWbSaXbAtNB1QCtFCox9kJiVTf5fGcG5ZAw4qddCFFwvy12El3wdBfpr2PIFVRVwljx8eBpw9cjg7C9eaOC7BzjHE902HG2UarIFWuNWCwdJXOGoT2Imh8ihrEKfWOiTCA4OdY4XiyvzNT88+FeO98nFTEyl5e9BE7yNkU7r3id641YLAGsN4CC2ESK3JxGMf6Fq899pnrbIRy9QRlREltwjDA9V1CxNcXH+4z5kjN7YNPEdjsTV/Pw8bxAniNO4RtsiLdYGIvC/x+TJVvSz6ICKPAj6vqleIyNeuKOs7gNepmpkyVX2riNwX+D/AF4B3A7020sFF1hgGlHUwVJIobbTUMIabxqKPDUVerPhYBS+WuWYxTBDmiS5gMckFVBNY+YJrXsHB0YSz/iTcL2sfb3ZgMq018GZF6FJotc2XIQR8EcY6MTSWPgvyuZXK0hWG4SS9V8HEJBuJhFWEqgIrXkgu6fqT3qxobdbY0Bm3lmATuLVwTYte+CYTj2NClYQXWXQZItmYW3ltIa/MVW0mOh/2N9HG51HfNItStE9OcqD73DA9wfUH+5w+cmObwHHMRKwXe6/m76P1WanHdHxcCSp7sSBc29rCuvueca2qXrrk/AOBbwnDYveAkyLyB6r63TnXfgfwrOQBVf154OcBROQPgY+189jlMLjIyqLvAWXdBpMkGg8sHRjDYxlUkusqVu2LVceLVbQOq22BlRRX0fsbTytnTk6Y7pqQQc/bw3EP0Mle2pvlTWoLLWgo4qvUt6berLbQ1cTQGPut3GdKpEHWnV2CveOx9yoproKUN2uenr1IYB3pJNW2I0SpkYu8WW3uk1UV6zLpOFZudTEeVnqGEmPnUJNDZbi19hND2WdNlpU9t+p7Jfob9byF8MCZt8vhzgkO3WOc1hPccHSCL57d5eyRE9sBnqsEgRFakA4VTL6PH1c0ESo4YxIcltsXazbtJ+GFpvf27AOq+gLgBQChJ+tH8wSWiHw5cD7GWxUdc4HzVPU/ReTuwN2Bt/bx3BFGJ7KaoEkK0cIyu5hRyaKBm7fLGby20OegIhqYmR/HJxB3IXQwb18sKO/FygsThHR4YDJmeZXAqiKuoveHR3D6yOVIJ0ydXXYdj+D/sfeuMbJ063nQsy516e49e39Xc459HAVIEFhO7EiWFQkiRAjIgQhQfgVBBIJgRXIkR4C4BSwIElJAyq8YkEWQ+JHIQkoQEQoiQXIQVhTDAZnYjvElwYmPz3d89v72ZWa6uy7rwo9Va9Wq6qruqu669Uw/0v6+me7qqpqZt9Z6n/fyvEEMIvNqNusCogX076epYMJs1tSYzFlpO/fUjkobLi1P8bJXdsaMXL1wEeImKG92VReC5T/X9UGf7jwt2awBBDAuxihBx7kJ1ql7nXM/7LFuXXs2a5Qs1gW2NQq58kv9fND2a+n6z0A5NOOuPNDvv0roBlu1xodsg3e7CLuUIs0JmNeRYImWQHM2q3LbRRYrIDmolr3mYtks1tKri4YCIeRPAvi61vovFS/9IQA/qbX2f7EBgP+9UNm8B/Avaz1tHfisu8gkzsocD33vyI93/IglXs3XvmxTWVrGgWiJMHuE4Ksy8k1r6mFnZLG6lgn6QheXEiyfXPmlg/f3Ag+vAuxfRtiEEQSPQZUACWVzb5a1rxFsa6jI8LWWowLTOysnz7n0dcuSK08C2WavJI8rg4SbUBe4aCJYmQxrSl3Ngz5brzFjNmso9B5SPBbBusSugN7r1rUEHp/y9eqY1Neya0ut1A9oJlDHYMmVZkGlPDDhGyRk7QQu3u1C7BKKNAc4M/u8JVpCEnBWkiugLoJR3DaRrVksJpJqFguYPou1AGit/xqAv1Z8/WO19/7jhuMTGIXB2TB/qM7DlPXBozz0Q0Sqz3RcLnKGJ8BUizxREuH+PXiQQNEAnEcIeFxRG6NQyHV5P12yWOb79ixWk9CF+doTrziDYDVltpJE4MMDx+6zEEkQI2YROE2MrDUzGQHiN8RanEm2hratay5HPdeOFxsYGqqPp8u65c+Yaei9EjyG4Ct3OFXV89QFL04RLL8PS2riGssrM2lOCGBMiSGDjosg70Pb1oD74fHrDR94vAbMaVu90WZbPsEqRCoAHJApzdrvVfvz/oqZfLY8UPD4QODizUOAbUKqWy2z+31JsPyyQaCazTJlgro1iwWgmsVStV4EwGWx5pw/ecMhZiNZczsrR68x12bSdN4piNYT2lSIkmD7R9DMiEGwcA3OUwgegXGBgKbIaQRGIuQIIIlChjrR6p7FOlYm6Mu0nyJYbeSq+pr5f5oCu73CQxLgLoixCQyRrGSzjpRDTOq0XJjNukZ0DfjMGhjqsmb55+vztz/lANWUA235jd9zRZU8ELsAuhGsTHH3DDOiWwd9+tmsJQpgXBJ07IvJbesc9Fy3lhR4nDs4VMeTtK1adtwSK0uodMt17GDzptdtX2hb/9W7R45dUu71nFl1YUO0zNdlfxZwmM0CiiwW7diLBZhnYCLZdh8aZ4sXP1ssKpNVx1zOSmeMtZk0XWOgjWUqzLapKAWSbEGKKBaREpTtwMI1QvoIwWMEfIWcRy6zxahERoyDZtQ9WYVoAe1ZLOBQrr0WXPK+PpRnP0aw6uQKAERuvt5uBe53ET5eB0j4CgFLQbk0C7Odm2Vtp80eLigjrGOsbNaSCHwTBndWpggMdSVYvn3Uz991jWmYL+Nnr7LwBUSRaXYfUQKKMhfBBarkCsBJgmXnz1QzWM3ZrDacOydrSgwRdLwKglW/xthEa4TerLkwZ4Z0ctuyA4I9YuWTqDZCBaAyJgKAI1eKBo39V+8eGbb7shWAc0u2iFv2/LJB4DCbxagGL+TbQ5qf7MUyJ/GyWK5ksMxiLXm/fI5YDMmaylkZ7KEfMxLcdr0xneGnknHQCtg+AIyB8AAkFNCcg2YpVBiBsgQ8SBAWC6jgMXJmCFdGC4dNBcgkh308bJbrVBarXibo92FVSVV/gmXJlf06TaVTGdwHMQK2AeUSXOyhwjVolna3mY7HDe2wnIulRYV9XOystJ33yLo1GsHym8Z9+6iTrrpNNDSd14d32tkyOYsqM6molpCUO6LlowvBSmW13Ldp0GcdSygZPNcRvuS4TudaGsGqX2uAdWsMLD04tAQM7mvxwPR3hhGAstQPQOOcvSb4a47t6673X335GOLtPcV272WiqNnirNvp2qFbslkAwKkGKwhWpywWMPnw4Rsux2JIVhcM4awcPf8ID/3BZlDfFPqW4Uy8qVxbxkErDZ0m5m9ZRHpI8XdgWQIdxgelhCFlEF52K2FrhNSQrb0wCzbEIdECqkQLOPxzVksITxOs4+SqPPn2McPbdyE+eclxF0VY0QQ5jRAUc7NUGIFlSVUA4xgWYluLJvCEnD7mEozd09AnMGSJEYqNPSxeVzXFyjrhqg3uBKqzZUR050pvchpVskVMCyc4YQkVU6JCrgAcJVj+qAXmCBapDPq8hpLBpQQdu517RlGFAdat5xYcWoJtDepr+cdS7siVPwKiHrAxr/Ha94H3NXPB10Sv8CEz86/ebTne3gPbnYKUGqwoDwQnntCFdmWDwGE2q3LLVCGk4mQWy9xUy/DhCbNYWlf7zG84jXlIVgdn5SLyNPeGUus9AAAoUaq+AWVNrcsrd3w4rmhTmQVKQe/3plwukBWyBR6YRatWSqhZAB4k4DxGRDlivkXOIiRsgxVNnCO3lwFSwZEKilRQcGinKNiWxQKqfVhAW79VO8HyyZWy7wG4v89wv13jYRNixWMELK/OzeIcJIOxsYmI1hi2tRQCX8dUfQ2TOSt+BooyM3dNCuiw+DmVAMBL0lUnXJ6al+2JaBrcmfANchK5rJEvme4TLeAwewXAfVaCHRCs+uwZP5sF9C8ZnARnkvdFBB3PIVhdbXbgPXEoXFVwaKG21Qldbcv6W5SZTHkQu/EOdlh5E7pkyrdqjcd8jXf7CN96x3H/qLHdVv/2lmhJBeBINqvyGarNv1oWi2nRmMVqGj7clsVaApG/ocQiMllTNmG2YbANpaG526as/QfGkS5VEoADNbhj93EFm8oskTutoYUEAaCFOCRbaWJKCeM1SPE+KAfNEtAwNoSLp+A8QkR3yHmElK2R0QgrHmDPYuy5IVu7jAFQSDITpqrzAL9MEKh/rXoRLCVrGa1cYvvI8PZ9hJcbjnUYI6Q5GBMIeIqAbU3jb19bmdi2zsVSosKncBXOSj0TVZTdmH4G/14jU7ZCxSHhAipKXnbd81UDbV+DBDvIGoGgIple74eSpBC6AIcEQ64D7EXsCFYmmFPrahryCSy/ZPAYpg46jjZsuF7h0Qa7J9ZfA5r3yA7r1i041IxF2tYZsv9mzQoqKqV2zIOPprXFf0+Cm/VFxk6e/c17ig8PCrtd+fd05MqKXvBC9EIAwGE2y1caLEsFjWw7JQpUSzPjc6FZrBvOw/zspiPGdFYGJ1g8cARLxndusKaJUOReI2NuemeUAMnS6rlOka3bptIKn/wRGEUcnecl2QKAZFdktgLjNHIOJgU0404oQ1MGzmMEPHXlA5sgQsJXyMIA+zBCpjh2WYBtxsycDDSQrVoWq23+1SmC5We0ACBLcnz4kOHtXYy7VYgVixEEORRlhZw7L1UGu2azgIttqw+uKip8AotzVs4gVwCcOIXf0+CuKW10lVezXDicKaNoYPqubKACUWV0AkyPuCM01vlhtVmRTQQrU8EBwQKqsshS0d4lgzf0QB9H2M+S1tTfKrDqaX6pKlDNmvYJSN5QwRIC2oPCy2LpIC7WHY6cR5XsN9AsZGPnZ9rZmXZt2YsID2mIh4Thm68JdnuJ7bZclzgvAqtCO3IFHJYGNmWzeJHFiphEyARCkiNEejqLNZOioA+tr7/YaWos8olbbKngMdR6GUyZzNqVyOQs8uptjUABVRIsTECzHSjlJdk6FrHzcSVZh6lx4LTb1+0LsqmMsCRbxoGU0Iw5oQw7cyuiASK+Q04jxOEauQ6wYjHuIo5dHGCXMexSim1CkGbGi7S9WPUyQV/koivB8pUGpVS4/5Di7SbAJy8Z1mGEkGXImRH0YL5j09dOLrCtp0zgl4KzCVZb/xRQK/Njbj6Mr/RHKQNhgSNbFpaM+ZkrX8HT9k+526iRGr8HyneMAFQIltLUCdNYgpUKvw/LH/LZ3DtQJ1yVa9UzbDPgXEd4cUFHizrB8uT7D67t2ZT92jX9+xUgPDCBsvocwDECj03HXlN1R09cGtCeLIt1ENSOC0XA2PV72nXDh9LlemHfk5pWSo8fkgD3O4a3HzR2e4U0LStPOKfF17Q1mwUc9ma5227JYlEtmxUFbRbLXAgQubHThizW0m3rOWKRJGtKDPrQ+xGVMHbzX6w6jdIUlCmESEHDlwhUiih7BOdxhWyRLCnPeWG0bimS7lNBa7PYaSGLjfAwq+V/X0m/N5AtzcxiR1kAJhIvu7VCTLcuu5UhQhJE2IcRdnGI3Ypjn1F82FJsKUWaaaSpUQX04We1fILVlL2yBEt6C+nuIcHbtxxvP97gbsWx5hHyMDpo6gXQL5vVAc/Ntnx0cYTHclYO1qxTs2OajvWIFYBKD5VmDKrI5KpCFMaCqhxcpKCUAUFcOXUbuZKaQWpaGQ7swy/P8/ux7PcVgqUNwcoUdwTLZrFsBsvPZpnvq31ZlWsvpS+rJzpLt48RdByAYNkKD9sz4w+epkp4XxfkvqgAodnO9NLuH5tFfcYIPD6FXuUWjBHQvgh9CFZxvA4j14sleARJS2EcCbP2+LDrkFTlqJZMcddvvc8otglFmlWFqyyEUC6T1USu6r1Z7kdjGpSadcrKtjOiTD+WFkUAvkVR0GaxRO723Nvg4evA1ZKsoSIrJ3FGH5ZmzM2A8eU/rVJdSAVCliGkOeLVGuv8HmHGwKmJHlPGUVkWjjmyE2Ucrilyp3IBGvAK0TL3Kg+zWigzXQCOki3NcmgWIFASXCQQPAanCQIeI2ARYsIRh2u8CIys+j4OcBcH2N4xPOwotnuC7Y5WomKAIU9NIheN2ava7zJLMmwfUrx9F+PlhuNlzJHBzPbQLCjFLyz6CK2MYVtNxz73LFUPZ4U0ZaKaAkVN61YLsQKaS/0swbKlsiYTbxS7uNi701pH2alzEpPhRS1ZxIgsHRxNXdSjrujnl/UcEqyw4hDVZ9bVM1h+yaC57vX1ZU3ZwzdKL1YLwbIVHjmNKsQaOCwZpVoiEClC/giePoDkiVmjzygbnDI49OzXNg+D25YX1C57sUwWS4Ih0546cIFy/TGz9KSiTshql1DXM8WoWVajEBDCI1CeoqBPtux7QJVwHdyyJ3gRsgwByRHoFFQbn6I1i1XYuSsT9Pyzqe2riXje0I7ZSda5EeFGjC2B3AQ/osLLOTC2F8ESrMc8xn0SOicg4itEXOBVGEAGHDGLEOU7xHgHAGYT2Q0TpXjOGYcmogUcyWpVbC0/SbY0ZeDCCGUoGiDgqSklDBK84AXZiiK8jAPcJxwPK4oPD2YR3m7zqgphg8hFU/aq3pu136a4v8+wS0x/mIrooWTtUkpLO0aFl0rg2zC5mIVFbdgvAEeifGh/bWwgVr7ksa/KZXsbcmqclYCkoFQi56XzYnsfLLmSiiIk5d9OgoERVfQ+yUaiY0lNvUTPEiwTkWYHBEsVjwqlhxmsA8J1pC/rho7om8XyhFTqBMuqTG7VYdkgUBLiz1Pv/QAAIABJREFUkOSIqSH1XOxNaSrlANLGz00VHHouWFRAG2gQF7OjIVaGtNvy5CIgI4qxDlZ9VCiCVFAoBSQZdX1UcagQcm3WEaYBUEhJEIVAmlaJFlAlWPXeLPe6R8o4065UMKTidBZLeb1YLWIXNywfs5OsOTFY43ilTNAM2hQ8RsrWSFSEvYhwn4R42DPcb0lRq8uxjkN81ycUMmKQjAGBKYtYJQ9lw+8C1QaPYcmRO0u0HIrpgf6m6pZJKb2/L0AEYGsA6mSLMFNLLXgMqnIwLhBQQ7YClmNFE6x4jLuQ4yGO8fELhvtXHLuE48ODwv19jjSV2D5mjkCJXJ4kWFJK13clhHLzKyhRJiqWJYeCKn1xwraeM4EfE72cFUuwatLpdfhKgT6xAlAhV4LHTpHL9jYk2pQMSlqdH5UhclkmO7Q7pLnLTpmL2R8Kh6U7YC6bVc8euX6JouTH9mHZyLMdCM6ZhlKGaFnUCdcpXLv4xWSOcFdU+mUiqHhT6VG2FR6JivCYrw8yC9YZ5lTj43WKV2GAj6hE5AUICGXlHj32GjRgdcdcuPqANtBI3G2ZoCtT9oRxdlkAoYizp11CkebAdqeLnmmFTz6iuFsrRNw8/6xQKAUUpKIQsj07Ve/NMq9pgJNKySCjZn2KuELEJBiVJ7NYFfXpokzwFgC4PiyOZM0WET4XtYiKLPoSEr5BolelSs2e4e098PadcH05n3wS4uU6wJpzhDSAJNxEM7K0bHQcGc8hcmezWeZrr3SQswrRIkEALSWal9OijFAAmqPxGC6Sor9AQFF+QLZyGiBkAnchx10c4iEJsI4ZNusQ9w8KUcSw3eZIk0IAoJaXL8sHzf8ZY+ABQxQHiCKGzYrgLsoQ6x3C7NH0LbQNwZ4AQ9vWkgl8F0yytnl9VVaMwidTFv6QTpu1snLHNmvlyxm75nENyKKcz5ErzZBJ7kpg6mV2jnAVaoKmR8v2Z9UFMGxGq7yG35Ru+7Cy3G8wL6WRgWbRi2PzsurwxS+mxpyO8MVBR4u6CJQXfKwTrL2IsMuDSsnWLgG2ew1Ggc2aYh1yIDSnVDQolFOLWYeqJQi04ODQkjLwU2EQ22qxK1smmLK18blUXAnI2Iz3NqHY7rUhWKl5vj/5mGETa0RcuVI+WZQgU0oQBWYWJmsQsKiXCwLVckL3ozGTxYq4clmskOYuixWItDGLBSUr4i51sYsmPEfbWjoWR7KGxtlRuy5ZrCMRlYSssZcxdsLIgL69B16/EXj7do/7tzuEcYDN5iMwqhEyYaIaMgUXiXnABlaD672pdIzcXTOOEi3GWjZvgGSytYSQMAlKmenXEgkoDQAOMCLAaGSETwqyteaGbH38guPhJcP9NsKHhwD39znu7ykoo9hvTSbKz2BZcsUCjtUmwuYuwnd8R4zPXgq8Ch/xIvkSwf2bMgp2KRaUKb0WzBYRVgJgNtrfXALoDi1IlS33q6txlWV6JssTFCWAllwBcATLlHYJR5rqRKuu8HVw2xVVv/r1q2WCNoNl4ROspgxWvS+rjmsVv1gkrCMcr50jLFd3ByJQjmCJ0BGshx3F2w8aX3yxx4d3e7z6eIXPP4/xtU+rTquiASgLzLBsqzR4y6Y/bTRWDVWD2hmiA2EcG2zZ5UbIIs1sVsqQo82KYB1JR7CAclAwAChFARBvBpZdR6rZq7Z+LO6VCnIn2172YvlzsWheVJ/kSVkmCFTELuaGkXDvXiFww5WSrMaI8NBRuy5oKIVIwxfYsZdFGUSMhyQwEZSdwnab4/7tDruHPV5+ssbnnzJ8vNq6qEYgUpMu9snNwIpwQ2PJ5RFtOCgbBNqJFlCWDtqfkweAkp2yWoqav6WiRjWNUglGTGbLkq2IRYh4gHXE8HJDcX8X4cNLQ7a22whpIhzJ2txFiCKGOOZgjCCKKKKQ4Ds/1/hsvcMn6tuIt29Akq2JgrVhQLt6bgR+rlkz565Z9TLAJlKlCvU/XwXQghFT2hIihQSHQlla5ysG2v4mPwvklxbaLFYdTSITlmD5cu2poMgEqfRRnIMbqToDfTINHsFqUtm1BMs6wkCpDPntbyd4/cU9pFTY3EXgvMxKKsIKWzbCUkTm1WzWQEqDzyUDP3RmfbSAtn9crQ8rC1+YIedFP2gmQ0jNIBStkCWhCIQ0pAowsyyFADaxcsfVAzGcEoRcI3IVqc3koimj5SMKNEKuEXLperFCpAhUWozzScFE0lwmWBO7WKId3XAciydZnSPCU8J3dih382Sy8EVZEyxNfcM6lBBrgjSjSNMQH94FeHj/iK9+dYOvfZqbhw7SOSP+nJCngiWnsP1SQvdavXTQRkp7Ei277HKxh6K8ktXKaeQcUxZIhDQ0RCvkWEcM65jh1Z3JbO12EkKYcsLv+IxjHZsmXduDwqnCx+sUn4XvcPfhW2Db98cJ1pXgGgn8ZOi5LioauFLAehmgJVZWCCKknmiFpm5YZqBSUCIhCauQJUa0k0L2wSBK1bjibQUKoPne1YHUMoVUrFImaAkWcDj4s96XZY5pn5fVhCWpCgILcoS7womvcE+QIEIarKGI+d2GJIdkxoZCLsGKPixGgd0ux+7BiFzUy6UB0xPoZN9PCWCcwK2fdBoMrSpoyqFNdt72YTFIs8ZwgKkAQATpkaaIU0Qhd0OBmSTgDKC0LOMDUB31UHjHnNHGgE6TAIYPzo06oS0V9LNYdmaqmZfaUCbYIHbhfv7bnnhVWDzJmgU9HRj7wNsoMTSw4knhsHAAMdRLDiEZXr82516vKEKeg1HpIr/+rJCz7/v2AJ4P0TDcAihVB30xDE+JkAhxkmhZBALIeYRApebN4kOMK2cvjIaIuEK6pni5oRAyAGcadyuJl/GuiIZVVdNeBY+4y9+CJQ/dxS76ZLNuttWKa3GEmTLy6P5wYBsMYlRixRMEJK+QjByBcwqAQlqbwPVNMVL2TzEi3WcrGSwYCe76kOFjaCoTzHICqUwUGgD8X3u9LwtoKR3soTB4qsTxKWFQR5iyiiOsaIBAmjWJEglGBChTRTZxXVAks1ImuxxZkoEFTRlPXmSzTIWAEW/xBDAWIn7xlDBE1dAYsD2mgTDWY7PzIWEImAlg2mwpUMymYtWgDGeorA/1WXqcKkha77lSYIyezF6Z8xMwikoWyw9YtYpd1GZi2azqEuxMoz2jd0MzZn1a5iq7GRp+9olqiZjszcwXKhG6hvMYQgZYrwPIXGKzJkZlpihbqc8JqWDkksHnIH5xDJVs1rH+LH8jt6SDoyKZTeRhxq6+FDPFAAqXGQABKBRAC0eVaGSMYx0S0/QN4C5MsOIpYppWMp+23Guj7rHevQFNts+KDD2VNWQI+HOvjoFBIC+ySTZzFXibv4Uk3DjEWrq5RXWiZEoMq8TFEi3/c4BxhNx1j5TrNakJZoIgzQma/IwmgvWcsGSxKFMOVWTylXQz10ABUEByBqnNUOv7rUaWHK5dVohAoihzLcpfGwUwbpmppwuRA6GxFaKksy0bnLYjJyiVxr44AGEHDZtsFGeFkEWxKdsyQUuw6sFLRlWxthDXj2WJ1jHYOVtxqFwWywaxApU6sQsmEtBsV4id3coEnyKetIcyiVQt4FS8WDGpPqeRyVAUw5hCJir1vmEcmqhKzdGgSoxaLjhVecRTie61Ei3gYKaWzWbVnVz79/SXZGqVI/0XSVRkCCjAjPObSY4wNFmrF3yLmOwNMasRckUYNvsvwbfvq/18C8BzJ/CjwhPfqc/GsmvSyVN4/VbWtpgSkJSDammUMVUKpgQSvqkMCh4TVoHQSnonmZFStsvXGDNznxSGzDacWbJPZA7aMLMtKHJXknIXVNpnFNudRpZklWOtL9vUy1cpGaQt694tA98Zs7RmnHFNIo2fxABQT9gHMAFMRVhhVwqMaKSCe7OvSqJVR5vaqJAmgy6lgsgVeHBIsKyUuxW+4NxkykKusQ5zrHh6IHbBXR9WMRMrSw/LBG+4ejxpktWGoUQvbFlEHUwLE8GlRu6YEQnuIiJAtI4QBWbqtz+Q7obp0Ch+YdFWNmhxUDaI0slVolI22OTsVspCi/XaOa8ECJFDEuVIeExTxHqHON8aFSIvcmf+zxBkW5A86S/9P1CW9NbfcByXlt1U1qwTjomdh1UqC5rrSMohCXcDf+3aYwmW2fwPCbwZlGnWqJxEaMOpOVO+cmH7MdUs1i5jyHKCNEcx16ZU7AIO+7LK10/LuB985spnZS0RREkXSzKZLAHBVybbgMIGiUSSUXzxxSPSJIMU0pUL+o+I0tSUhVHuHBdXMjjdj3QSt17SkeAHNb1gNFNVRV87y4/B9DxLRZDlJcmypKktGWX3Xal5MSfLZLFE3m1t4JwgCgk2scI6lE6yvS520alMcGFBU2h9UxfsiTP1maoghPwQIeSXCCG/Sgj594Y45zVA82IeTVG+AJhsVlPpn1AU24Rit8vxla99hDA4NFSqpIlq3OAwlW21Zd5cPbT9u/ibZ20jrWeRiLSLaF6UNxRSrcVMDKqks5dApQh0ahbioi8mJHlJsMQWXCTgYg8u0uLf3kXE2P5hcVmspeOq161aoKg+hNiSexvhVZQ1ZqEoUUb1UktH4K1tumM8Yt9EkpqyDH0hiyJYAJWZWJkg2CbEEawh0STWMRSu2rbOQUPg0jrCxLOrOuxw6jQHHt7vISujKmjR13L4t/dHEdiSweeCZ2dbDfD3VqAsH6yDEVnJYvnoUmIslSFku127X2bLCBkz87SiEIgCYBUqrAOTxYpJ4soE7b7dViYIoEKwnkJV0HPGxSSLEMIA/DiA3w/gewD8i4SQ77n0vIuHF1WxC37TQw4Us2QEwxffltg9pPjkkwibUFYaro2TU2xClwwiXqIa45lYtG35ZFjk1b+ZEge9WV2IFtPF/1HMTSO5I1hh9lgQq8TZibW3MHs01/Omw99wHIu2rWPwn++GUkF/CHGZ6TTKgoAdMMycil6I1BuIeWg3lXWpAVJVnWsn4lPrxzIZNCPJfgyZCpzYxTZj2CYUaaYhxGFQd6m+x5i2tUi13Rp8wuMHmYBDwm4JupTA/dtHSO+PyjlFFKJ1xpmi7GDI9lPHUtetqVozKtesES1/nfKz9VbcglLzr0//plAE271GkjQHMMv5WLT4v8lirWOFdSic2EW9TJDmSVkmaLNYRZngrSLkaWGITNYPAvhVrfXf0VpnAH4SwD8/wHmXCdsHATj5dh/WabZQhQzxNmP44ostKKP46ncY6VoATsSAKVGkj2/ZCA/z2ZYvmdo1m1WbcWZqx2WltKEr0Qp0ilhtPYKVmFkahRqR3VDC7BEseTDRsBv64GrWrYPy5lovVlMWS7sMFnfZLFsqaKXSbRbLKr+1oTLAWDdvGW0Kfe5zhBnJ+IKUNc7LqpUJ7hKK7V4jzQ4OXTquxrYGR6WkSzb2GDvyX+yNUjMkabUfizGGKGKIAg1OTUmhtddnjudnW/X1zwtittmYnxkHDkc7AOWA4IPPFv2gQlHXK7jb5W5WZfXWiCNYZmYlsIk1NqHEmmdY8aTspW4rE8wS50fUywSXlsXS2hDLIf+dAiEkJoT8H4SQ/4cQ8guEkP+k4Zg/Sgj5OULIzxJCftoGHgghnxJCfooQ8kgI+TMj/EpOYgiS9V0Aft37/hvFaxUQQn6YEPJ1QsjXv3zcD3DZmeHJ1J6C1AS7hOLv/dIX2NxFuFsrrHlW2Tho8eBBiVsmosSybcsnXd7fzAwTtJuAOIi4AWgkWoEw0a5AFdkFWZV5bQLNE9BkW5K7m+10xbJtqwltWYyCYNWzWFY+GygGuZLS8bD5rGOQlLuAkaKBUxasEy3bw9Am3y4JR4bIlYb5n/GRyRA7EeIhCXC/Y7jflgSrYWTSknHSthZlVyPgVLDQZVQ1gdSmHNTPYkXrCJsNR1j0LvtgqqEs+/mUSj9v2/L2wS4BaanNUGJODwlVE/Hy16VMMCQZNXMqT/RjGbJFsFkR3K0k7qLsaJng0ZlYN9SRAvi9WuvvA/D9AH6IEPK7a8f8ea3179Bafz+A/xzAny5eTwD8RwD+7cnutoZBerK6QGv9E1rrH9Ba/8CnL1ZTXXY0VPuxyoiJnZdlo8aZDvCQxfjitYIUElHE8DIWTvQCMEIZbiDdzVnujSlsqzWb1VI26BMt4LA/qzmjVWa1LMHiLWVcQEHUssSoEl1SYnpDK+Zet1wWyxKspiwWyjJBm8WyMtf19Uhp6hEt0Si4YwmaFbxQ9nwNPV22r6lOtIAic0aK2UbFwOPDz1OTwVIB9jLALuPYpRS7BEgzQIin2Wg9t13NBWtLCd24Idj3SYjdTkIWA+sZZ4jiAFFETVm9VYrzBKLsWumqP5TEEAI+TwFP3bbqe6uFWbcCo+5cwM4B9GEl3DnVrYPKpSZIBcXbDxrbbXMWy4JziiiiePmCmAB6KLDi6dEyQZInjWWCp8QunqOgijZ4LL4Nin+6dsy99+3Gvq+13mqtfxqGbM2CIbpFfwPAd3vff6147emCB42lghY2apzrAHsR4VvvQ3zxxSMYZ4hjMz+LUemiyVQXaWQpL3eWn9ZDOK9tnVIZbJJ099QG/SHFmvGKqIlmQYPyllfeoHLQIyWAREnTOLt/LF98Wn/7sXF961bHMkG/Fws4zGJZSHBQIp3SW+W9oofL9v3lLEKGyPssc5kpP2DUBBtsqvdvufc1w15ESAU35TmJ6YNIUwXG2sUpFjweajTbOqqKOjdO3JdVusyZGYZtZ6w97Bk+fNi641jAsL6LsFkRM8SVicpsQB+u+iPZDf7jLBSLXLfsuJO5UQ8GZYpXlEZFMXONM42ImzXLlKMeKpHe7xjuHwS2j+31ypzTQuyCVMoEQ5qbMkHZs0zwhkYUvYj/F4DfBuDHtdY/03DMjwD4NwGEAH7vtHfYjiEyWf8ngN9OCPn7CSEhgD8E4C8NcN7lwTo5nnS73Ths9NePGksw7ESIL14r/L1f+RbCOMR6zVyNOWCiybbp3KW/b86yxSJt66AxtalXq0UIo5LR8sQwAFSyWuX3LVmsbGcGD9/ELs7FIm2r0VE5q0ywPYslW/qqbJYh55FzVOw5Erpp7MeSmrl+LNpAtGywKZNho5qf1KzSh7VNTA9Emo5fH9g2F2cALNK2JkGLEEXZI2gyDXsVI5McuyzAr39L4+H9HqwYLM4Yw3odYB0DEZOurB6AK60HUFZ/ZMd7Cp8Ynq9tnYBdq2wwSGqKXW7WxXq5IGfaDSL2YYn/LuPYJcDbt0lrFsv2Y202DK/uCNaRqs7EKuYL2jJBfyZWa5ngwstetTZqikP+A/CZLW8t/v3w4XW1LEoBvwbgBwkh39twzI9rrf9BAP8ugP9w7N9FV1ycydJaC0LIHwPwvwBgAP5brfUvXHxnI8INlz3387x0bHyJZEl5JWr8mK/wmx8i/Oovv0W2z/Dd/9B34tUdRUgFGFFeP1YOmie3fqwaprYtLWTzPCP7vhetOxhQbGdn2b8fDwohjEJtqzY/q45j0Q7bj+VUlLLElBvY4YUW59jOQCU216aItAjbOpEpraxRvcsEjaJgTqOKoqBV95NEgUKBFeuVb4A5jSplhJYoWViiJrUd+ikr/Vi+OIHLYmliMl7UzqApBDAUQ6Y4dhnH/Y5hu9fY7RWE0G6w5zG0zrppKAM6NiMLOD3nqyuucU8cA75tAoDgEXIeIdErl9VMBcUXX+zw7vUHAKZUkAcMr16FiENVKRX07YoWQlE02Vakr5eAMUu6brZ1CLv2Cb4yaxekU670s1hSletJyA3BaspipYLjYc/w7TcCaSKgpAJlFDwo12Nf7GKzKmdirViOsBjubiqUTE81zZNy3xaen+eXCT5fvNFa/0CXA7XW7wkhPwXghwD8fMthPwngvxrq5i7FIMMltNZ/GcBfHuJcQ2KUFLYXVdY1h0YR5pq8ExXhzW6NX/o7AvutibS9fBXhs4/MQ+3cHi3MhuH3Y9VxZY7wkIo4Q9nWKQJ1EepEy3+tRrRAeWPDLpE5NAsqZIuq3JUY2GNcPXeWXkWJzJI3j6WuW0CtF+tEmSCAgzJBWzajCEOGqOiJoqW6H5FgoJDElAxa2B4qS7LKTNjhs5NJ7koFaeEIW9hMWKLjxr4IwCdYAfaZ6cPa7g57sLqQraVhdts6Verc61z5yVLAChpsU/AYgsfYsZeO6GfK9N+9+dZ9ZT5WGIdYryhWofT2StM/aEUvqJJmNmA90NR0708MY9nWLKWofW2rAZoFEDxGGqzduuOCPl6wxX7tlwrWYTPq334LbLc5sqRqPzygYEVkJ445oohiHfszsRKXxQqKeZZMJNUywdpMrPJ3sews1lwghHwOIC8I1grAPwXgT9WO+e1a618pvv1nAfwKFoJZJ/ipXIAGVzJE0CsVBOVQ4bpstOSRFzHmyHWAD9kG33rH8Y2/+xoPbx8AAF/9SoxNKBCyrHBKPAU5K14ww6awZEd4dtSclcZs1sFn/P6skmgBgC5OZd1GIgU0k9DeeZiS0JQdECyapSBZUqnlfu5Q+RPemCzBqqNWJmgy6oZYCb4yJX8sqpQJZkXJXqZKW2bcZLNAyvJACe56X1zJIGG1NuMSTdLtJcFaIVNlFguoztWSmiCVZrzFhy11fVjN1znya2qZe9Mkz/wUMWoA6Uwc2iZHwjeOdEtNIBRFmhOku9QpC7KAIYwDbNYEEVdurwTgMllU5eDpA0iemEDTgrJYN4yMWpDJio8JvnLqpwyinJNVy15zqgGKQnGwmsWSmiATDK8/MLx+k+LNbz4WlzxcfKKIObGLdazwMs7KMsFC7KJLmeCxLNbS5NsBQGvthi9PiK8C+O+KviwK4L/XWv9PhJA/CeDrWuu/BOCPEUJ+H4AcwDsA/4r9MCHk1wC8BBASQv4FAP+01vpvTXXzV8JwJsaR6IopFeTFgx1VCFaGqCBYL/D6McY3vplXyiA2a4K7KHPlD4FKS8WZNse5zwZyc7znQ1vZoIOdTG/tKi37FzgHkRyaSQBJpcfGZa+kGJ5g3WxrEAzl5FryfkDca1msOsGSPG7sw8qJWY98gmWdWwCAiAEOKFDIQgHQBn8sLFGrw5b72VLBuhx8hqi4bvMWIzVxZYI7rw9LSt0qdsE5wNve6zhg9EAO/Mh8r1MS908Jl5bQAwB44OwTQKWENQ1fICcRMhkUsu0MmTDlobJYh4yqYIhXH6/wamMyA/VSQaokwuyxVFWdEg2ZhiU6wkPinDLnweFXiNTgB5hs9t0X+bElwm7NAxBxhYjXxkwU6+K7Lcfb9wrf/tYjRC5diWC9VJBzivWKOrGLkAqE1JQJOr/OqV96WSzbP30bOtwZWuu/CeB3Nbz+Y97XP3rk8791nDvrhsWTrEWpKRX3YbMOigamX8FzZh7zNd5sY/ztXwf+9i+9dmUQYRzi1UYhpAIByb0sVgqaJbNlsabAHNmGMbOkrdksn2i1wf8bF/ZEVABQ07OlK4TLoNJ/9URtpAnPUa7W4UiZIIDGPizB48Y+LNvMbWSJjdqWVNQI4YrYKJ0WJYMxMY6rm4lV68eykIodEpYigizBkKgIe2Ea0JsEJqRmTk1wlwC7vapksY6VCLZxgca5Nz2zWUsjVkNnqc4uoe9Z1lX2ycTIwhdI2RpbtfaGURNsM4btzvx9WPEzvvhog88/j3EXG8fVLxUEYLIDeWJUVS/sxbo5udNgEAJfP2cRaFJBDMEjp4bKtHAjIwBv7aEKQpmZWSGX1fcKvNuF+PZb4BvfeISSqkKsgLJUkDGC9dqKXchGsQs3lqVtJpb9OWwW68xSwadO8p8CFk+ymjBEdOXSB9/2P9h+BUuw3u0j/NoXFL/8i2+Q7lKwgIExho8+f4lVqLDiSSWL5coeLs1izYRrdoSHIvB2syZNGSxfCKOOBrEMk+lKQQqnulLDPeTvekDb6u2sXHlEeDAC761XlSzWiT4sG+Tx+7DawCDBCAUjrBCeUEgFL6SMA0hOwBQ3kVh2KFVsSVPlNU0hNTHS2kU/lj1GohxdYYUxDs5ZlAk6NcGWMkE74LPxV3eBz9Z0TzcMAJEDoSHWNsMg+Ao5K8QurNhJQbAfdhSvX5d9pWGRxfrq5xTrMKmUCgIoelwSsP2jyeinJ0bfnLleDl0+v9S17SoJvJKwbqvfsgGYctKy7JkVgSDpiezQSgmxr3Z6n4R490Dxjd/YYfeQuixWvVTQqAmactYuYhcHM7GKn/eaxS6kfB5l2ENhsmHEc+FsQz6xQPvS2tapeLeP8BtvOH7t726Reg2T67sVvvNrL/Eyzmo1uynY/rG5ebe343r8fp+bI3wuGn/Gpt9Fg11pKdt/z16ZQAVSlv9EbnoMRA7YchhbHjgnwVqIs3JNOCf40Dfo4w+0BuAGWTNtFP4YjPQ1I8plqzhV4FRDKoJdZgbBPqSmlLBJXa+exZKaFj01DYOFYSLIexFXer+qny9LxXapIVjbrTxa59+uIHj4WlMfVr0v4+D9G+kaDL54k1MTpBs3J81mVKUiePtB490bMx+LBQzROsJXv7rCxy+EU+C1pYK2x4UlDyBWUfCG54Oa1HnZi1Vky1W9/K9cHOzzbZUG6yqjuyzAu0eOb3wzx/Yxq5QJAqZU0Gaxoohhs2HYrIgTuwhZVhG7oEp0F7sYGE+6R/lKsbhM1hKbeB28SF0dmTKyn2/fS2wf0nJ6PWP4+PMX+Np3BlixHUKkYFqUWaymHpsJM1jP2RG+FG2Ru5NZ0rbInf27t/Z1DYAryI624amS/IoNtYld2GMblClBg8rgajtc2AlXgNayWUZdKxUUqaBATWlLgjtlFlNqSMGIcrLthpCVJYa2NEeCYS9i7GVQqA5auXYjfGEJlhW72CYE252qREbbsldtRQpNvVhd5NuPzchqmvc1FbpkSTtn4Ieu7jiWcbDrShhXbNSWrfoEXigKoQi2W4ndwx4BE8BqAAAgAElEQVQAEMUhPvvKSyMkEAo3gBiA2y/D/Xsj2d5FVXXooOOAeI6O8EW2VTuOUGYyRMVcyQpqgRe77gBonIuVCo6HhOGL1wpv3+6xe0gcwapnsYzYhSFYd2tl7JQKhF7gnKoc3BGs/mIXx3DNVUPPGYsjWVNisAcfKJWSUgUlqw/yq1cRvvKxwAu+NdEOmSLMHk3ZQ70X65zFf0EP35Id4UUR+FO21WYHl9S2j2Bbt76GEXAwCgDFGADzUp2C0NoAWKbM3CuqJUAASRgYimyWJoi46c2KuAJTpJL9UZpWLmCJlfm6HBy85v4sLPP+XsR4yKPGeVSWYJWDPinuH02ZoBDKzZ1xP0ODwAVnpNH8m4hWX2XBoWZkzYU+a9soo00svJl+VFVnpjEqkRV9elIRpKmAyCUYYwjjEJ98EuPVRlUGEFvn1e6XZGcU3yYPFnWs7FiyIzwngR8EUpZqvVIUNuaNjfDWwaZMu4VQFLwom95lDN98TfD69R73b0vybgmWn8Wyg4fXMbAJJdY8c5Ltpg9Lgou0Xeyi9Yaup2rIDiO+oTtmJ1nX+OCTIws8YwSU0XJ6fcDx+WccH692JqUsSkXBg+HDI20cN0d4eozR7AugtJE+517S379jg28XZ2VJEeEuTm7bMdbp1VIaftMknuKIVnWwtWaBieh6h/qOR04jMCKhQBHS6vmEomCe6pa0BEsDOQJITfGYr4uMFHdZKItMhghZ5sjXToRF30MTyWJOeMOKXVg1QYs6seKcNJcENqnadxC96KMseEMLTgWHRG7ss3CAmRJgzNifUVoBMsHw7pFhu927rMH6LsbLO4ZVodTGiHJKbXHyAXz7viwTPLWeXUB0bpUdh5iMwHcJatu/rbMx872ipVBPhrLayAZ3hKLFMOIi664odhnDt94auXZbtnq8TJBjszKS7SGXCJnoJtkOXJzFuuF6MTvJOhdzRe6IENBB2Q9hwalCFGhwThCvg2KIHcfHn7/AJy+BV+EjYrU1ZQ++BK1dNM51hMfYUAaM2s3pCJ9L4PsIq4y+qbTBt5cmwjUEsZrIWVlq1G50eDZ1QLQsKsIoHtEqYOeoAWWljF2XJOVObcuSJ0YowsJcGGGwItjWGQEACdN3tZcBUsHBKHORX9vXYI6VTuBilweQijjlLnPO6kwsUTg2vthFPYvFOWkgW4fS7YweZrC69GMd67/ylQWXpDI4ZQb+ouBQkWkgQoDIsl+QQSBHuc6lguLtB400EWABN05szLFZl1lV2+OySt4j2L01aoIDzcSaMuj4bNe2BgwZeLQ2ZgNMVDFQJSE5L8uXizJBO//KiP0YpILi9QeGb78RB3LtlNEDyfY45livKF5utMtizS3ZfrOt68DVkqyh0Llk0Kaqj4AzjfWKYr0OIPIYIpf4/PM1/r5XKTbkEVG2M5LteVJVFBxx0b9lsebDaNmsOsb4G3cgWM/ZtgbLwLcRLZ9cNRKtw7JBAM7hAJrLBkPkyACEDMgkEDG47JSZacXBiMZeBni3K5rKqVHlSoXppYm4AqMMAINURV8X2kv0SoLFcb9jFYJl0ZTFqqNLqWCXfqzK8VcqenFpdcdowaHiPSKFC0QGKkVWZFQBQCiC+3sBHlBEcQDKjGJbFKDIEGQIkWKVfij7sLKk2zo3RrnemfLa14CLCPwYlUNdy+gLG6PZDjK+c28rwswAdDcqwChZ2rUrBaAU8GFL8cVvCnzxzVKu3S8RNP8vs1h1yXabxaJaHki20yw9Ldnuft7hKjumgNYaUt7KBftgkSRrjAd/kGyWyIEwrrzEtAAjxTA6rrFZU7x6FQIwUpf/8D9A8Wn8gHV+b9SRRGKyWEJcviEs5MG74QJcks1aKPpkSDuf84lE7U6tbZcSLU1ZRW3QIqcRQpIiIxEYzCbpEy2pCXYidMc/JAHePTKTnS+ITJJRSAVkAUEqDPESikApIOS6UC0sslLeEFBZlOo87Bl2CXD/UM7EOpbFYvRwKefsUFWwXip4qh/roGzQ68fyRS/8ocxT4twRAUNlvDoFh06tW0U5FxcpAp4ipClyYo7nVOPjjziSJIDIFXhAsdlwxKHpx4ppinV+jyj5ALZ9b/qwTsm123vq8LO1vndh9n3plR32+oNVd7R9/oivNYhtFceQLAFh3MxN80ZZWDVVKXlRokyRCeLWr+1e4+07gdevd0XFEVoJ1mYTYLPheHVHK5LtK5ocZLGsZDuUaJRs74pz97q5beuGZiySZDXh0gf/6Ll7ZhzqCl+UKIRMYB1KfHxHADCsVzFe3RF890f3+Ii8Q5g9Isi2ZjhdnpjIHDBqmeBZG8oTd4SnJvCDbSpTYsIs1rU1jx/D2bZVs6tziVa9P4uLPQRfASiVBhkxWS0GWsloWUqRCYZU0DLjlJXEJ820u1XOKBgDogCIw5o6YUGszNcEoiBY91uCDwXB6pPFahK8OFUqeOvHmgBN61bRe0IoA80SMBaAiwgBixBTjowHWIcBPnnFIFWMOOZgjODzTxk+Wmd4FT7iTr7DevcG/PGdKanvQrBueD7ws1l5AsJYUZpayKjTCJJQANwIkgnqSpS3O437+xz39ymSXd5IrgAgijiiiOHlywCv7ig+eanw0VrgLkyc2IWVbOci7STZfuvFep5YBMkabLjnBTjqDLc4wVY9yQz8lFgHuWmuvAM+vgM+Xqf4LHyHF/svEe7fm0bNLDWRuUtmJkzshF5r1M7ew9iRu0GwFKJ1JWWCS7CtLri456+JaLWg3p+lKHP9WQFSuJnCJAIIDkoHOSXIYHoXpDLkRkiNpGjc2u0NQYoiCsYINmsCQ/EoAAWAVsiNJVi7xAhdfHhQ2O3KmVicU0ewumaxqt+fIFZPoB/LYpHBodbreSWDRTYrojvIkGNFA9yFHPIlgVQBGDW9WF/5WODT1SPu8AGb3Zel0MX2ofs1T+AWdGzGIm2razaLMtAshWYBKI8RyBQx2UERioyEbi4gAKSZEdtJU/N38fuuzPe+imCA9Zrhk48oXm18gpUiJslpsYuaZHvr7+5MXItt3TAXydKn5XUXWzLoSdQCZgheQFOEJEBIBe4iIOSmUfzz6D1epa9N2cP+0aSRrdjFyARr6g3l2WBMh2VuojUAeX9OzsqYwSHfnir24z/XJ/qzuEigaABR3KJPtBhhyEhUIVpSM4RcIhUUUaAhJIGQgFTGOdluBbbb3Dkh9mScmVIcQ7TKOxGSIM0JtnvtSgR9guXu08tc1RUF61msuuAFpdUsFqe6QraOzcdaTD9Wh/2w8WMjB4cucoaLci7KOBgLEKKQ2OaAtM7tR8DdmuFlnOPT1SM+pW/w0eM3ET68Bt1+6DYPy95Dh59lKFxV9n2httUJXeayAQDnoFkCHiRQlCOgHAGLsOIJpCaIeIAooNisCIQwaxdjxJGt8jRF8GgTYLNh+OSVmYf1MjYE60WwdwQrFkbEzCpF08z02dfFLiy6ZrEWb1saEPmtJ6sPFpHJ6opFbCoeqJJGPUkLBDTHiidgKkBIGV7wLV6pLxEn70zZg5WfnZlg9UVXB3cxjvCABH4W25qLaC3Etha1odRxpsPSGS1lgwCq8u5ALyEMLtBItGyPliNaVBROiUImCDgjkIwgRfXnFkIhSSxpZhACiCOCNK82R0lp+h+2Wwkp9QHB8gcP14cQD5nFOlYquLR+LIvBCfzYvcpAaZu1ci4GACsgzIrh2AGzau64ixhehY/4SH+Ju8dvG4LVR0lwoYGhJiwl+74E2xpkPyzsg2QpQE1vFqcBFA0Q0NQI/bAA6zCHUARCclgNVsYI4phDiFLhlHOK9ZphsyZ4uSF4uZa4i3PcBSlWPEFMEsRqW2SwCpXo/HiZ4BhZrCYsxbZuOMRiSNYSHnzgxMNvHxhvRgNVOQKZQhLj5TAqAQrc6ffVsgcblZu5RHCIDWXRjvCZ6KzWBYzrsADTE62BCNZzc1aa0ETMLwkOHdhUU9mgkp2IlqICgq9aiZakDKEmSClHyDVEkc2KQiAtSgY5pxBCVaLAUlKkmUeYqMl+CaEr5YH28+b2vdLAljLBLlksH/W+LF4hWssuFVR5Dnpi7RgrODRY2aC/btnerOItypgTcZeUAwxggRk4fCffYbP7siRYu4dBZ2HNUd68mKAjutnWHOhFtICjipZ+1pRThpgyqIBBUQrJGERIIdek6CWl2O6Iy9ADcOXPm5XJXm1Cgbsow4qnWFHTg9VGsGiWgmSJIVg2OOCVCQ6dxVqSbd1wGrORrKVuKq2wG4jIgTByMxq4SE3kRKUABRgRCFSKzf5LM9/Dlj1MRK6W0C8DLMsRXkLPH3CGwwKMS7YGJMt9m3qvLkPagqmCQ8CxskFjI0SIo0QLKMUwGokWzSEVQ8SF66cSkkBKUmSaaI1caSSJgBC00l9l3/OjxMAhwfL7sJrKBMuvUXuvvTzwmOBF31JBqpdte8AwwaGT1ziXaBXrSzkCFuCUIcoegRAIiBEOWO/egG/fd98rByRYfQNDV5d974iLg0NjBLUPrtEitAJUJN05ZVCUI6IcknFXNogYYJSDM4oooEhzQK4YGDNrzCZWWIUSL+MMK5YjZBlimjoVwSjfgYu9KxE8m2BdcVuG1hoiX/66uCTM73n2xBI2FSIEQM0DrSkDF3vzRnGpKHtEuH8P9rgsgjXWhrI0R/hcAr+4TQUYJ6t1hlNwNnl/hhnSoYNDjdksO7vPojDFUxktoEq0KJXIixlGChQhy4zsMeXg1Mi321I+xiwpoo5AWdGL+lDhemngKYLlfgzvkbLOj3vvRC+W+9wRwYtrKBW0uITADx14PMsZ9uzTChQAQAgjGgUAQbYty+lP7ZVT7YcjYElBR2DawOPgtgVU90SbNS0k3SvB76JscOX3gFJmMvXF+AlKgYgrrEOBNTfZq5DkRkFQp56K4L7agyXFIBks4DIfamm2dUMViyJZV7Gp2A1ECRBZ1AEXb5nyQWEI1vZ99wGK9fOfgSVtKE1Qz0i+dBSiZXEJ4VqIbV3zhnJu6c2lwaFGWfc60QIOerSIFNBMQrMcmgWuF6ZJ3h0EkGBgRB9ks0zJICnIkiVXBlIaItZUFuh/fYxgnSoTdOdiulIm2JbF6ip4sYRSQYshg0OtuGCA7MVEC6XVkFCawa3J9rTa7pRBIeDJBR27YqzA4yioky2raJknoIWN2rJB2FYsbtaBjHGE3AxSZ1SBU2XmnDLhSgOteqAlV1RJJ9NeEbloIVjt931Z0LGLbT0nX+saMCvJmntT6e0Mi9zNqiGUAdT0ZhEWOCUvnj6A7R+7D1C0570AFznBI2woczvCTWgi8GNuKoMTLXfNnoRrgbbVeJ4r3lCmDA4B6Ey0AAHNeSWrRQEQJgEeH5QOKsIQkBwZDRBqAsEphCLImBHBiCIKIey9NitMnSJXjd+3ECy/TJAzfVAm2PR1XfCiSxarCddQKngKY5TRD0K0lCjLrJr6r0Zes4DnF3Scuy+ry34IoP+e6NtYTdLd+GRGbVAxVrRzKCdOJjUBIxohy6qZq4JcUWXGD1CVewIXsiRYWdIq1f5Us1gagJI3dcE+WFQm61KMEWE52FS8GmCXzcp2Zk4DEkOwkm1JsEYugVpKD9YxzOEIz72pdMFFs2iAZdtWD/J+bZgrONQo6+47GbVhxUB7+SADDoiWJByMyLI3i0lITiEjAiEZACOBDJQCGE3wiVZfguXOcaRM0J37jCxWE9pKBZmeP1h0SXCoFRcEh4Azy7s8EBUAopa9GkrY6VKCNUIv1hKDjsBIwaEpbctd0+uXL/wymhn/y6oNAgClEoxEYFRCUnONgORgkI5cMSUKafYGcuWXB/pK0V0J1gRBxxuWh8WRrFE2lSM4+8H3slkAyghHlpYDFBfgBA+1oXTFUjcU4AltKiOjK7kaKhp8zRnSIdDHtupEC2juv3I4IvF+QLRUCsVMNksWKSTJCaQiWMdFL5Yk4JwhTRUYI5CymcD4Ihh9CJbfh+WrCV6axSpfP10qOGcWa+jg0GLWLf8ZH4Fc2Xs6ecxAmffW8y84+z5JcAiYj2gBQLIrFS0BN6MNQFEuKMBo5D5GtUSgSnJFi/8TZcpZLbmCEofZq+K6lxCsoYnTEio7bqhidpJ1dZtKrVyLZAnAefkApskiyBUwLMF6qpGVPpvKmLYFnFEqMQLmsK1zsaQNZcrgUN2mGtcmHx2IFlU5mGIISApJOUKSAwxGlSv0P0GxYwCjFGmmnQSyJVtdyZX5vvh/C8Fy5ykIli92waiufG0JFqeqUVHwmgQv6pg68AiMSLT8rMOAGLNE8ClmsSy6Bh6HnFE6avDRKxu04mSAFVvJIXjsgihMiWLWaV4hV67vyidXDdkre5/+zzUEFh10vKkL9sbsJKsJo20qQxItV6oDkKx46K6FYPW95gUbypyOcBOBv2RTOYoLbQuYP6s1JsFqPdeSN5QjmDs41ES0ALSTrSNEi1IGXvx6JeUIdOoOkoU9Cq8EsOjscl/Xs1m+WmAfguU+09CH1bdMsKkXq4/gxZylgnPblvvcWAGiibNXQIf9cIDA0FMIOgL9yNOYIhi9batG4H2hFaAUJlOUF9+XJOsScgXcgo43tGMRJGuyTeXU5/rMz/IfstoDOAb69MfcNpR+GGRTOfW5HkQLmDarNahttX3uGWwolwaHziFaANqzWg0y701EiwJAAFDFEIjUDPEkDJIwhNT/PYe1T5mzpFn1vpqyWUC/DFZTH5Y/E+tYmWDT1+VrzVks95pXKrgk8Yupbct9bqHr1hT7Yev5rjToaK9/rq81R+AR6Glbtb+NFVohUkKFMQIloWl5nkvJlf1Z2u9nnIqhpQUdb2gHPX1IOwgh/wUh5P8lhPxNQsj/QAj5aKgbazKiPmn7VqfuxIJ6akF2D5l9+NJxSwS1lLMSrLk2lKFsq+keui5QU9tW5dief/dzsETbmmJDGdO2uqL3TLAjtlX/u1TWKN9JEDmgZOFECNPILY2TQZR0Ud1AmtkwIVIEJEdIc4TMzJBZhzk2ocQ6VljHxofyZ2j5mSs/e2X7rzg35MqqCB4jWL5ce1MfVr1M0OKcLNZQghfn2JbWx4U5RscVrVtTrVnA8oKOY9lWV1+r9RrHjj2xbo1iW/6al5k+eZIbUTK2fwBLvH/7Qg06T8ycrSw1bR/JbjSCdUM/EEK+mxDyU4SQv0UI+QVCyI82HPMvFc/FzxFC/joh5Pu8936UEPLzxWf/+LR3fyHJAvBXAXyv1vp3AvhlAP9+lw8NvakM6bAAPYnWCOTKLiZ9N6uhI3at15kmizWpbQ32Mw3osADn28LQ55srGjwSRrOtOR2Wyvf+37gj0WJOVUu6hvA60QqpcEQrDhWikBQEilT+ASW5AtrLA/sQrHofloUlWG1ZLEuw+mSxLsBZtlVH1+DQIIFH4GrWrV6fGYFgXRIYGiCLNZptNWEw2zp1nTNt6yhqax4pRgaQPAHNUvfvKLkqgudN1ztJEK/PtjpBa0BKNei/DhAA/i2t9fcA+N0AfoQQ8j21Y/4/AP+41vp3APhPAfwEABBCvhfAvwHgBwF8H4A/QAj5bQP9OjrhIpKltf4rWruw398A8LVzz3XJptKGSzeVYw+Rv4kc+9fpPs/4TJ97BXB1D/1SbGssh+WcsrunZFtdj71G2+p8HwPbVtPfqivRMuUyeTEbZm/mxNSI1oomWPHUDO7kEiHXiAIgjkhFqKJOrvzsFXA+wSrPb187LBM8NReraxbrXMJ1rm0Nnf1ZAtFyn+u5Bp27j1bOcdFzeVlVx1gY07b6VAsMXeEBnPf3Omkjtk8+LciTzWol24JY9SdXne51IF/rBgOt9Rda6/+7+PoBwC8C+K7aMX9da/2u+NZ/Nv4RAD+jtd4Vz87/BuAPTnPnBpdmsnz8awD+57Y3CSE/TAj5OiHk619uk6vYVIDLFmugGxm76Pxd7u/6H/qbbTV9/mZbQ6CXbXVBn+DQFM5w94xWrWywgWiFxGS0IiaxLrJZzCNLlbLABnJlywPPIVh+T9axMkFG9NEywSZFwSZSxdTFmf9W2+piV2MEHk8eP1KAqHKOkdesS9etXtebL9OwSNtqRcf98CJy3GZHdbJVEC5HrtKkM7maKuDYdvwS+/ymBCHktwL4XQB+5shh/zrKZ+PnAfweQsinhJA1gH8GwHePeY91nBS+IIT8rwC+0vDWn9Ba/4/FMX8CJqX359rOo7X+CRQpvO//rs8b6266qsG1NfH2bvoFOqngNDWYz43Oi9FCHvqmReuabKv12jfbaj7HAKTikg1lLNtqUoBcom11lnn3xTAkN9msQm1QcCAQQM4jBCoFJRIggKTM/OMElHJDmmq34g8W9n9dx8gVgKMEy52vRrD8mVinygTde0cUBU9lsYawraY1q8m2umJQSfeO69aS1izg8qAQMF1gqI1MLtG2Gq9xrq8FTGZb/u/YrX1NgkBHeq78ezqJM4n70ONxRu2J1BpyeNGNzwghX/e+/4nChisghLwA8BcA/HGt9X3TiQgh/wQMyfrHivv9RULInwLwVwBsAfws0LD4j4iTJEtr/fuOvU8I+VcB/AEA/6Tu2RDT1WFp/OzEzjCwHId4bII11UM/tW11/mxPh2Uo27oauwJGJ+9N6EregXFta2iM5QzX16tTRAu0yGaxABRGbRAwREtRBjBAkXJYcaZ4kV2qkiqLY+TKvNaPYDUJXXSdiTVkFmtK27pkDAVwpjMMXFWAaIj9EJg/MAQs07YGDWoDs9hWhXAdea/tPk5iAvL+hLNYb7TWP3DsAEJIAEOw/pzW+i+2HPM7Afw3AH6/1vpL+7rW+s8C+LPFMf8ZgG8MdeNdcKm64A8B+HcA/HNa690wt3SIIeqFzXsnyiQ6RiKGKJnoC3vNOQhWG8Z86MewrUuUBoELbavL+fv+jQdCb7uaybaGwqW21bQpX1p+c3ZDec+y1GOlg1CiaAjfgSgJXghhcLEHVbKiOsiIAiPSiFEwXZYMsvIf0F4aOCTBOqUmaEEb+rLcYNILe7EsnpttAfPsh72vOwHB6opzMw1j2Fbnzz4h2+pSnro027qkYujaQQghMCTpF7XWf7rlmN8C4C8C+MNa61+uvfcd3jF/EMCfH/eOq7h0TtafARAB+Kvm94C/obX+o31OMEb5zdlZB6Bz5gGYJpLXe4E584E37y3qoX9attWxVMKd62ZbtdeWb1udPztGZBjoXD7YltEilEGH3KkNAmUUjos9BF+BUqM8yCDBSKn2xxuyVhZNs6+ahgxfQrCOlQmeEruwcISryGJRdZZ9XWxbl2COrIM7l/eMjrVuneVwX7Bu9cEEmYbBbevSTOkxXJtt1a/TCQsi75NAa4h88nv8RwH8YQA/Rwj52eK1/wDAbzG3pP9rAD8G4FMA/2XxbAgvO/YXCCGfAsgB/IjW+v2UN3/Rk6S1nlQKsfEeZiZawOGDeekicHbkZiIneArcbKs434Cby0URwZttnUQfh2VwZxjoVT5oCWqldIYHRgQDcCQLqBItAFABQ0BzMFpmstKcVMhVU1lg/esu2Svz/24E69wywUvmYtUxhG1dEhw663oDkPiDcy5h3eqS5b2ewNDstjXafgg8O9vqg+ecxQIArfVP47DKs37MHwHwR1re+z1j3FdXXL5CD4BLN5WlPPzu3EceXBIEw5dWTLiZANf10D8l2zplNzfbmhZzOMMAhs9quc/mJpvlRDAkNMuhWQDCJMBjUJWX5IRIMKpAaZVUWZwiV8DwBOuYmmAXsYsLs1iDoWumdDJnGOgdIHLnnqNvZOJ167ngZluYnbw3fnYB++ENzZiHZDX0ay7SGQYuIluN1xxyUeha1zxQnwwwbq/MILigF7ivM3yzrWdGsAYfot5/zTr2uQp6ZrUIUOirB0YEAwlAq5+nlIEqBqYEGBNgRIFTBV5ks4QkFTIFdCdXTa+dS7Cahg7XywSPiV1YgkXVRA5cR7vqKgoFnL8fApeT+FlxW7dqF32+vtbgGCB7NQR5n1PsQgOQN0LXC0POyZoMfR39swULfPQQxpgEIxOsSx/6JUVWujaTt35+7N/h0uzqRt474xKhAqD9d3jq99fJtjr8LSvE3AphHMzPkrUZWtLLZpUCFr6Yhf89pdXSwKbs1dAEqzFr1VImeKnYxRBQWYOQxZXb1qToeD9ayOdDsAosxbZO/e4drti2jr//9GzrhtOYjWRd8uC34RJn+CrIlr32iJuJ/WwTLnnom/7eY2HKTcW8N+DGMrdtdcAYttWEJW4oUzssUwSIdG4GcDqlwSNEiyrzj2lRZofoIdGyxKqNXDWLWwxLsC4pE5wsi+XhkjVyFqIFzO8QDxQUMu9f7gQ/Rdxs6zTmIliNn53Q17rhNGbNZC3JGT712QNM5RSfcZ1zH/hjn722h77rNW+2dT22NTd5HwKzkXig29+7JuteJVomm+WDEQlOdYVU1YlVG7lqyl4xaksQhyVYx8oELeoEix6ZlTUV+gQexyDxg9rWUOh5rS4/x1AEa6nr1qVB7TGI1nOwrWPP2BDkfe6g4w2nsdDi127oWzNs3jvd7wCcqEuvw38gh6gnPnty+OkHbignuPUcC37o+8hu32yriiXY1lKgMgEa1sQGegxWX4Rt1fofXI+WvYb9WxaDiq0YBmDIB9USlCowYogTpxpCEUecLFjte//9eubKvN80ZHhYgtWWxVoClmpbZ69ZwOXr1gXO9RhBoTYslWD5173EttpwrEcLwM22enx26eRdaw05vYT7VWN2kjXXpgKcfvjNMT1n4cyQ3u66GTzFh/4Yluiw2M8DN9u62dY4tnWW02Kdlaa/I3f/cdLuRvyi/JuwBvLkPn6EeNVLA4GWIcMjE6wlZrFOYShn2Lw3QoDIYqHr1rkEa4J5WLOjr0rqzbbqxzwf8n7DcSxC+GLqVHb5/umFsVdae2J0vbdzeyJJt3oAABGBSURBVDsudYKXirFt69Tv2z/Hzbbqrz+9DWVq2zrLroSo9mYBldJBIkzJIFCVNzezsgpi45UDAtWSwPr7tjTQHFdmr5rKA+ciWHPJuHfdD4F+5c7AZSXP9vNLXbOAfuvWsXO04dKqjrnXrT621fj5m211OO5G3m8oMXsm6xjGjgyb909Hh+15gDOjLQOjz0J0bq9QHye4DXNvKPYe6hmH1mNvtnU1trUEdM1mAfPYlv/772pbrmzQf5EHgJJFb5YlItKRGCvj3oR6VqupNBDolr3y3z+XYC0SDb+6PrbVhEuyDsDxKg97DnPc/GsWMEzG/dR5rjIwdIFt9V2zgKdnW1Psh8AVkXcNyAUT4SVinkxWy4PfFedEhofIPPjnmiPi0ue6lzQ193WCF7OhAJ1tq09k2Lz+dG2r73VvtlXi0sgwcFkmvq9tHUVReuMyWu716jV85T1HemriFk1ZKz9zdU72qi/BasJSs1iqo50PkYUHhqnysOeZez+8BoJ1DbjZ1uG1ux//zMj7DZ0xn4T7BZsKMN7D32e+z9iLgH/+JT7wwDIf+qXaVh9MaVvdP9OtVK0NT8G2uqLvOIpzSbw55rw1q/G8daIlclc2aEoGy89QLcGIFb9QB71WTcSqjVw1iVs0lQf2IViXlgnOIePeBVM6w4Pa1gC4hnWr8dg5+0cvXEeXZltj4BJf60bebziGWcsFlZSg9RT1iCU4wOkyHHNMtzKv+nmb0LlMZ4DFo2vdcxuGcIJbz73QBWJK2+paLtF03jqmtCtznvltq8kxmNquuq5ZQL8SHPPevLblzi8EwPmh4qA9TsmGbBarlAIC1XJAc1ytdLChNBDoVh4IjEOw5kQf22r8/JE1C0BrWSpwfD251nXr0jULeH7r1tD7ITC8bT1lX8u8dxl5H9O2jLrg/GvlNWHRPVk+5nr4zXH9Npema42JpWwmwDI2FHvNS5xhYFkbS9t1xkSfso5jGJO8z4GlEi1zzPm2VTl/QbTM1znAGBDGTvwCMATGkqA6ofJxCbkyX49LsHzMncUayxk2781nW/51xsYQ69Y5TvBSCZZ/3bGIFtBM4oGbbdXxFG3rhnbMri7YJ5U9ZHkX0P2h7JvangL2nm4Eqx1Lt60+f8Mp0bfX5xhuttXy+TNKB4HuvQLn2lbl/HV55IKAEJlXMj9+6Z//fVNJYFvfVVvvVVN54DGRi64Ey0dbmWB98PJUGKvc2bw3nG0tDUOpuo7pBC8RN9s6jWuwrRvBWiYWkckaO+sAHI+yAN1SzUNlt87FOQ7TMQz1wAPLfehvttUNN9saBn0jwwB6Z0uB82zrrOyWLRls+H27gcRUAoofzViVr3XPXAHHs1fm6yqZAroRrGvrwwKmyWgB3TIP5rh516z6PXQ7frp1q/EcM69bTfthG2621a9n7BSeAnnXWkMudO9dKmYhWVofynSN6Qyb94ZzWszx0ywC50R1pnzggeuJ2Pm42db12tbcjopFm8PSV377XBIPdHdazLHV3/2pAaEH5xU5rIw7VbIykLiJUFkckK8WcmW+PyRYtIV09SFYProoCU6Zxeq6H7Z+/sw1CxgmQGSO725bl+DcLMdzXbeemq9lPnddtnVu/1UfgrWUPfGGQywik3UMQz/8wGmnBeg3o6Ht4ezfKHxZFLVr+eMUBGuuh76PwzLlxgIMZ1tT25U5x2VOinn/usn7pbZ1DtEy7w3rtJSfO+68aCHNvKyW+7IwJX4MUpPi+8Pfk0+s7Geq3x/PXvmvH+u/qrzmEawuUu31MkE7E2wKNNnLUM4w0JwtNe9PY1vmHNe3bvV1goHlECx37RFta2pfy3zu+dpW43luBGvRmI1kdX3w244Fznv4zfvjOMSH55hmkx6CXJn3xyNYUzrMc9lWl40FuNy2pqxZvwbbmhKX2tYlRAvo5rQA59lWWwZV57m55ygGEZac5G4gseubOpKxcq9dQK7M1/0I1rESQR9zEiyLsZxhYH7bMue4rnXrKRCsY1gCiQduvtbBNS60rVF9La0he6gf3jCz8EWfBekcwYJTTZpdpmyPPZ/hEnS9r1M/67Hf1bURrGPXXKptLQ19bP5mW8VrPX4WLeVZjeXm/W4/76W21ei02N6uhnu34hX+P/fegeiFOhC1aBO28LNXpwQu+hKspQhdnMIQAj7AcmxrLAy9brVeZwCCNfW6NcSaeq5tPSdfC5iXYN2wPMyvLjiiMwx021j6bi5zLgJ972GqBx5YjhN87NpT21YXXKtdPWfbasLSSDxwmW0ZRa3mz9lZWVQbIlQVrpAniRXQTq7se+XXzdmrev8VMAzBslmsubJZja/3dIaXbltDYenr1qXHDokh7vHma7Xj0oDjNZL3G05jET1ZY5Z3AadT2uaYbqVe7noDlE/0vU4fdFnMxnaCl4qhbWssuwKWZ1uX2hXwNAhWm608SdsSwtwnAChZmZXl41gpoHsN1WNo7ZhT5Aro3n9lvr4egmXRx7aODSu+CtvqiaXth8D1r1vnrFkAziofNMfcbKty3Z62dSNY14VFkCxg/IcfOL2xmGP6LQDA8YdzyinkXaNEUzjBx46fElM5w0C3jcUcN51t/f/tnVGoZVUZx3//mbEmKSiQEMZBfehlyCCQwQrKMsJEmMcyCiJCiKQsQ8qBpOcie7AQH6IiUYwseygcjaAiigZzyqkMKbGmNE3SJLE593497HNmztyz9zlnn7v2Wvuc/f/BMOfcvfb59rn3t9da31p7r51qJDCFW6k6Kn2hb2618Qqa3Wj0auvcZGTPdjWbtGfPNnuZ8zBiZuOsklzB7OqBMH+Bi+r1/O3T32n6/5K0TbSA9XZryf3b0uWgEKxXgjUhRV8LdpfEV2Xs1rr1tSKCUU88XhfKJFk1q3Q10cXJD/MblqrcahXAzLFkmO7uOrmC/p70M9StAJewMwzzk3iwW3XYrfnlU7i1aiI/cyxTN6LH6PTczsvkcsFt9rBFVa4uqYL5iVX1/ty/66LZK1g+waqb3YLZhS6mE6y6e886IYLt0RZ79i03S5UyiYd2HWJI41bXlBpwhJ4lWA19rbaJFnSTxFflNq89rMpuVoJlVqPYPVnbNSdESrkWLYG56Nr0s+VGra4lzkXb4xpEJ3gSvwduLcMmuLXMeWS3lisP/XJr0mmJ0daZhxJPnpUFs8+Xmr7HCs7eZ1V3v9XOmauds1dN915NXx44ff9V2wRL21tzVxLMlmAtIJVb8+75gOXbw6ps/+osSFtvtb1H5sy2PiVYk/gNyUfbxRS6dquv7SG0c74Lt/raHuZA0tcl/VPSow3br5T0vKRHxv8+P7XtU5JOSnpU0t2S9uc78oqilwumGr2D5lEWaB4dhuVHW6qyaUbzVmWVymc3HWBIc9I3VfJd0uXIMKSb1Tpbfr3cWqbRXCW5ArvVW7dGp+GVVRs1SUyqBxKP2FJzHVs3s7Vz1gqaZ65mtq1w/9X09rp7sKZfl0qw6ryC9G510R5W++Stt7poDyHPoFDuequNW5PvYrfa7jMAt2J+It4R3wBuB741p8zPIuLa6R9IOgB8AjgUES9Juhd4//jzspFkJkvSTZJC0gVt900xMjxvH1icSEC7kbyq/GjmX0p28/mT77LbGYY+JFil3Zr3e4DlZ0w3za1FrEOCtRu36ijlVhtSeDX9rCw4e8nghMlM1c4Zq2pb/axV3czV9HaYP3vVRYLVtMDHMqzqVptZB1h9trSvbnX1+cu2h+vQCbZbdqsvyXsOIuKnwHMr7r4PeJWkfcD5wN+THViLA9gVkg4C7wGeXPUz2o4Mw2qjLDB/VgvajxKfu2/hywKWrLhWnb2C7J3g7G7VeTVvH7Bb06SeGW3ap7RbqWYd5u0D7Wbjob1bTV5NRo5jtHXOg4kZnYZX7D+TjEwnMsvOWEHzghZ12/fueHhw0/1Vixa4yJhg9cKteVd5QDm3cpKi3krVHsLm1FvLuOX2MF9fCzYzwWrBWySdoEqiPhMRJyPilKQvUZ0rLwHHIuJY7gNLMQd7G3AzcP9uPqSpMwz1J3KXDQvsrnHJSZsRoS5O+Kb9Ep3wnbq1ShIPdquONWxMdu1WrkQL8iTy537O2ZvRY3QajfaeXcZ9zCRp2RsjtudcLgizSdVkv0XlFl0aWL1eXGbRMu21Cdb2yh25tXNrkVeQzq2ucb01nz4NEMH6tIew8W4t5MXnH3vg5z94e5IrP6bYL+n41Ps7I+LOFvs/DFwcES9Kugb4PvAGSa8DjgCXAv8GviPpgxHx7WRHvgS7SrIkHQFORcQJSQvLT2haXLDp5G8iR8MC/Wxc2k6350ywUrCqW22Y54jdWp6u3Kotn6AxSelW6g4LNCfx0L5DDB241ZDI7KQusYL2yVUVJ22CNU2qGSxYza227WHJJB762SlOXWdB/zrBdqsMQ3BrWSLi6mzBliQiXph6/UNJXxtfSvtO4C8R8QyApPuAtwL9SrIkPQRcWLPpKHAL1dT1QiRdD1w/fvvyga/cU7tSSCYuAJ4daPySsS+efmO3Nip2yfgX7/zBBro11L9t6fiduNUjr2C4f9vS8e2W43fFjFubiqQLgacjIiQdplpr4l9UlwleIel8qssFrwKON39SR8cXLZ5Zdc6O0mXAj4H/jn90EdX1kIcj4qkF+x6PiMtXCpyAIccv/d2XwW6tX+w+xF+GdXWr9O926PGXYVW3Sn83x7dbXeH4/Xer70i6G7iSKmF9GrgVOA8gIu6QdAPwMWBElUx9OiJ+Md73C8D7xtt+A3w0Il7OefwrXy4YEb8DXj95L+kJ4PKIKDlqYDYAu2W6wm6ZrrBbpivslhkqEXHdgu23Uy3xXrftVqqkrBjFHkZsjDHGGGOMMZtIsie8RcQlLYq3WTmkC4Ycv/R3b43dWovYfYjfmjVyq/TvdujxW9PCrdLfzfHXDLvl+GY9WPmeLGOMMcYYY4wxs/hyQWOMMcYYY4xJSPEkS9JNkmK8rn3OuF+U9EdJv5X0PUmvzRDzakmPSXpc0me7jrcj9kFJP5H0e0knJX0yZ/wSlHCrhFfjuHYrE0Oqs8Zx7VYm7FYehuYVDMst11mmLxRNsiQdpHruw5MFwj8IvDEi3gT8Cfhcl8Ek7QW+CrwXOARcJ+lQlzF3MAJuiohDwBXAxzPHz0pBt7J6BXYrJ0Oqs8Bu5cRuZXVrMF7BsNxynWX6ROmZrNuAm4HsN4ZFxLGImDxC+5dUz53oksPA4xHx54j4H3APcKTjmGeIiH9ExMPj1/8B/gAcyBW/AEXcKuAV2K2cDKnOAruVE7uVya2BeQXDcst1lukNxZIsSUeAUxFxotQxTPER4EcdxzgA/HXq/d8odOJJugR4M/CrEvG7pkdu5fAK7FYWeuQV2K2Nwm4BhdzaZK9gkG71wivYfLfMYpIt4V6HpIeAC2s2HQVuoZq+LhI/Iu4flzlKNb17V5fH0hckvRr4LnBjRLxQ+nhWpaRb9qqeTXDLdVY/sVvdxh+qW5vgFditPrIpbpnd0WmSFRHvrvu5pMuAS4ETkqCaPn5Y0uGIeKrr+FPH8WHgWuCq6H4t+1PAwan3F41/lg1J51Gd9HdFxH05Y6empFs98wrsVjJcZ81gtxJht2Yo6tameAV2aweus0xv6MVzsiQ9AVweEc9mjHk18GXgHRHxTIZ4+6hu+ryK6oT/NfCBiDjZdexxfAHfBJ6LiBtzxOwDud3K7dU4pt3KzBDqrHFMu5UZu9W9W0P0Cobhluss0ydKL3xRktuB1wAPSnpE0h1dBhvf+HkD8ADVjZD35jrpx7wN+BDwrvH3fUTSNRnjD4WsXoHdGhB2y251xdDcslf5cF/Lbg2WXsxkGWOMMcYYY8ymMOSZLGOMMcYYY4xJjpMsY4wxxhhjjEmIkyxjjDHGGGOMSYiTLGOMMcYYY4xJiJMsY4wxxhhjjEmIkyxjjDHGGGOMSYiTLGOMMcYYY4xJiJMsY4wxxhhjjEnI/wGgNPe14d+nZgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x134224908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.colors import LogNorm\n",
    "from scipy.stats import multivariate_normal\n",
    "\n",
    "predictor = model.get_layer('predictor')\n",
    "\n",
    "rx, ry = np.arange(-4, 4, 0.10), np.arange(-4, 4, 0.10)\n",
    "gx, gy = np.meshgrid(rx, ry)\n",
    "\n",
    "t_flat = np.c_[gx.ravel(), gy.ravel()]\n",
    "y_flat = predictor.predict(t_flat)\n",
    "\n",
    "mvn = multivariate_normal(mean=[0, 0], cov=[[1, 0], [0, 1]])\n",
    "nll_prior = -mvn.logpdf(t_flat).reshape(-1, 1)\n",
    "\n",
    "def nll_predict(i):\n",
    "    '''Optimization objective based on predictor output.'''\n",
    "    return nll_prior - np.log(y_flat[:,i] + 1e-8).reshape(-1, 1)\n",
    "\n",
    "plot_nll(gx, gy, nll_predict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One can clearly see how the minima in these plots overlap with the different target value regions in the previous figure (see section [Latent space](#Latent-space)). We could now use a gradient-based optimizer for navigating into regions of high log-likelihood i.e. low negative log-likelihood and sample within that region to conditionally generate new digits of the desired target value.\n",
    "\n",
    "Another alternative is to design an optimization objective that can also include \"external\" results. To explain, let's assume for a moment that we are again in the latent space of chemical compounds. External results in this context can mean experimental results or externally computed results obtained for new compounds sampled from latent space. For example, experimental results can come from expensive drug discovery experiments and externally computed results from computational chemistry software.\n",
    "\n",
    "For working with external results we can use a Gaussian process model (a regression model) initialized with samples from the training set and let a Bayesian optimization algorithm propose new samples from latent space. Then we gather external results for these proposals and update the Gaussian process model with it. Based on the updated model, Bayesian optimization can now propose new samples. A Bayesian optimization approach is especially useful if experimental results are expensive to obtain as it is designed to optimize the objective in a minimum number of steps. This should answer the question\n",
    "\n",
    "> How can application of Bayesian optimization methods be justified?\n",
    "\n",
    "But how can we transfer these ideas to the MNIST dataset? One option is to decode samples from latent space to real images and then let a separate MNIST image classifier compute the probability that a decoded image shows a digit equal to the desired target. For that purpose we use a small CNN that was trained to achieve 99.2% validation accuracy on `x_test`, enough for our purposes. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "if use_pretrained:\n",
    "    classifier = load_model('models/vae-opt/classifier.h5')\n",
    "else:\n",
    "    classifier = create_classifier()\n",
    "    classifier.compile(optimizer='rmsprop', \n",
    "                       loss='categorical_crossentropy', \n",
    "                       metrics=['accuracy'])\n",
    "\n",
    "    classifier.fit(x_train, \n",
    "                   y_train_cat, \n",
    "                   epochs=5, \n",
    "                   shuffle=True,\n",
    "                   batch_size=batch_size, \n",
    "                   validation_data=(x_test, y_test_cat), verbose=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we combine the negative log-likelihood computed with the separate image classifier with the regularization term mentioned before, we obtain the following optimization objective:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11f756cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "decoder = model.get_layer('decoder')\n",
    "\n",
    "# Decode latent vector into image\n",
    "d_flat = decoder.predict(t_flat)\n",
    "\n",
    "# Predict probabilities with separate classifier\n",
    "y_flat = classifier.predict(d_flat)\n",
    "\n",
    "def nll_decode_classify(i):\n",
    "    '''Optimization objective based on separate image classifier output.'''\n",
    "    return nll_prior - np.log(y_flat[:,i] + 1e-8).reshape(-1, 1)\n",
    "\n",
    "plot_nll(gx, gy, nll_decode_classify)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The locations of the minima closely match those of the previous optimization objective but the new optimization objective is more fuzzy. It also shows moderately low negative log-likelihood in regions outside of the desired target as well as in regions that are sparsely populated by validation examples. Anyway, let's use it and see if we can achieve reasonable results."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bayesian optimization\n",
    "\n",
    "For Bayesian optimization, we use [GPyOpt](http://sheffieldml.github.io/GPyOpt/) with more or less default settings and constrain the the search space as given by `bounds` below. Note that the underlying Gaussian process model is initialized with only two random samples from latent space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import GPyOpt\n",
    "from GPyOpt.methods import BayesianOptimization\n",
    "\n",
    "def nll(t, target):\n",
    "    '''\n",
    "    Bayesian optimization objective.\n",
    "    '''\n",
    "    # Decode latent vector into image\n",
    "    decoded = decoder.predict(t)\n",
    "    # Predict probabilities with separate classifier\n",
    "    c_probs = classifier.predict(decoded)\n",
    "\n",
    "    nll_prior = -mvn.logpdf(t).reshape(-1, 1)\n",
    "    nll_pred = -np.log(c_probs[:,target] + 1e-8).reshape(-1, 1)\n",
    "    \n",
    "    return nll_prior + nll_pred\n",
    "\n",
    "bounds = [{'name': 't1', 'type': 'continuous', 'domain': (-4.0, 4.0)},\n",
    "          {'name': 't2', 'type': 'continuous', 'domain': (-4.0, 4.0)}]\n",
    "\n",
    "def optimizer_for(target):\n",
    "    \n",
    "    def nll_target(t):\n",
    "        return nll(t, target)\n",
    "\n",
    "    return BayesianOptimization(f=nll_target, \n",
    "                                domain=bounds,\n",
    "                                model_type='GP',\n",
    "                                acquisition_type ='EI',\n",
    "                                acquisition_jitter = 0.01,\n",
    "                                initial_design_numdata = 2,\n",
    "                                exact_feval=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We start by running Bayesian optimization for a desired target value of 4 and then visualize the Gaussian process posterior mean, variance and the acquisition function using the built-in `plot_acquisition()` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x130ae9f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "optimizer = optimizer_for(target=4)\n",
    "optimizer.run_optimization(max_iter=50)\n",
    "optimizer.plot_acquisition()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By comparing with previous figures, we can see that most samples are located around the minimum corresponding to target value 4 (left plot). The acquisition function has high values in this region (right plot). Because Bayesian optimization makes a compromise between *exploration* of regions with high uncertainty and *exploitation* of regions with (locally) optimal values high acquisition function values also exist in regions outside the desired target value. This is also the reason why some samples are broadly scattered across the search space. We finally have to verify that the samples with the lowest optimization objective values actually correspond to images with number 4."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_top(optimizer, num=10):\n",
    "    top_idx = np.argsort(optimizer.Y, axis=0).ravel()\n",
    "    top_y = optimizer.Y[top_idx]\n",
    "    top_x = optimizer.X[top_idx]\n",
    "    top_dec = np.squeeze(decoder.predict(top_x), axis=-1)\n",
    "\n",
    "    plt.figure(figsize=(20, 2))\n",
    "    for i in range(num):\n",
    "        plt.subplot(1, num, i + 1)\n",
    "        plt.imshow(top_dec[i], cmap='Greys_r')\n",
    "        plt.title(f'{top_y[i,0]:.2f}')\n",
    "        plt.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1322e5320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_top(optimizer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Indeed, they do! The numbers on top of the images are the optimization objective values of the corresponding points in latent space. To generate more images of desired target value we also could select the top scoring samples and continue sampling in a more or less narrow region around them (not shown here). How does conditional sampling for other desired target values work?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1304fcc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "optimizer = optimizer_for(target=3)\n",
    "optimizer.run_optimization(max_iter=50)\n",
    "plot_top(optimizer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x12f7eaba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "optimizer = optimizer_for(target=2)\n",
    "optimizer.run_optimization(max_iter=50)\n",
    "plot_top(optimizer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1301dcda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "optimizer = optimizer_for(target=5)\n",
    "optimizer.run_optimization(max_iter=50)\n",
    "plot_top(optimizer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x12f2c7f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "optimizer = optimizer_for(target=9)\n",
    "optimizer.run_optimization(max_iter=50)\n",
    "plot_top(optimizer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This looks pretty good! Also note how for targets 3 and 5 the negative log-likelihood significantly increases for images that are hard to be recognized as their desired targets."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Alternatives\n",
    "\n",
    "> What are possible alternatives to this approach?\n",
    "\n",
    "The approach presented here is one possible approach for conditionally generating images i.e. images with desired target values. In the case of MNIST images, this is actually a very expensive approach. A conditional variational autoencoder<sup>[3]</sup> (CVAE) would be a much better choice here. Anyway, the goal was to demonstrate the approach taken in the paper<sup>[1]</sup> and it worked reasonably well on the MNIST dataset too.\n",
    "\n",
    "Another interesting approach is described in \\[4\\]. The proposed approach identifies regions in latent space with desired properties without training the corresponding models with these properties in advance. This should help to prevent expensive model retraining and allows post-hoc learning of so-called *latent constraints*, value functions that identify regions in latent space that generate outputs with desired properties. Definitely one of my next papers to read."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "- \\[1\\] Rafael Gómez-Bombarelli et. al. [Automatic chemical design using a data-driven continuous representation of molecules](https://arxiv.org/abs/1610.02415).  \n",
    "- \\[2\\] Diederik P Kingma, Max Welling [Auto-Encoding Variational Bayes](https://arxiv.org/abs/1312.6114).  \n",
    "- \\[3\\] Carl Doersch [Tutorial on Variational Autoencoders](https://arxiv.org/abs/1606.05908).  \n",
    "- \\[4\\] Jesse Engel et. al. [Latent Constraints: Learning to Generate Conditionally from Unconditional Generative Models](https://arxiv.org/abs/1711.05772).  "
   ]
  }
 ],
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